{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 引言"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "TA-Lib，全称“Technical Analysis Library”, 即技术分析库，是Python金融量化的高级库，涵盖了150多种股票、期货交易软件中常用的技术分析指标，如MACD、RSI、KDJ、动量指标、布林带等等。TA-Lib可分为10个子板块：Overlap Studies(重叠指标)，Momentum Indicators(动量指标)，Volume Indicators(交易量指标)，Cycle Indicators(周期指标)，Price Transform(价格变换)，Volatility Indicators(波动率指标)，Pattern Recognition(模式识别)，Statistic Functions(统计函数)，Math Transform(数学变换)和Math Operators(数学运算)，见下图。[【手把手教你】股市技术分析利器之TA-Lib（一）](https://mp.weixin.qq.com/s/nLOCNim0XRjqs_2iLDMO8Q)主要探讨了重叠指标的相关原理与Python实现，[【手把手教你】股市技术分析利器之TA-Lib（二）](https://mp.weixin.qq.com/s/L4TnfSclYEEqXOtVbhE3QA) 则着重介绍TA-Lib中强大的数学运算、数学变换、统计函数、价格变换、周期指标和波动率指标函数及其应用实例，本文延续该序列，探讨talib的其他指标及其运用。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### TA-Lib安装"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "安装：在cmd上使用“pip install talib”命令一般会报错，正确安装方法是，进入[下载地址](https://www.lfd.uci.edu/~gohlke/pythonlibs/) ，下拉选择，比如win系统64位，python3.7版本，选择TA_Lib-0.4.17-cp37-cp37m-win_amd64.whl，将下载包放在当前工作路径中，然后在Anaconda Prompt（或windows的cmd）里面输入命令：pip install TA_Lib-0.4.17-cp27-cp27m-win_amd64.whl。  \n",
    "使用：import talib as ta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-25T14:05:51.255955Z",
     "start_time": "2019-03-25T14:05:47.345693Z"
    }
   },
   "outputs": [],
   "source": [
    "#先引入后面可能用到的包（package）\n",
    "import pandas as pd  \n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline   \n",
    "\n",
    "#正常显示画图时出现的中文和负号\n",
    "from pylab import mpl\n",
    "mpl.rcParams['font.sans-serif']=['SimHei']\n",
    "mpl.rcParams['axes.unicode_minus']=False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-25T14:05:59.006270Z",
     "start_time": "2019-03-25T14:05:58.955643Z"
    }
   },
   "outputs": [],
   "source": [
    "#引入TA-Lib库\n",
    "import talib as ta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-25T15:28:35.968244Z",
     "start_time": "2019-03-25T15:28:35.962789Z"
    }
   },
   "outputs": [],
   "source": [
    "#获取交易数据用于示例分析\n",
    "import tushare as ts\n",
    "def get_data(code,start='2018-01-01'):\n",
    "    df=ts.get_k_data(code,start)\n",
    "    df.index=pd.to_datetime(df.date)\n",
    "    df=df.sort_index()\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-25T15:28:36.781048Z",
     "start_time": "2019-03-25T15:28:36.690263Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-01-02</th>\n",
       "      <td>3314.03</td>\n",
       "      <td>3348.33</td>\n",
       "      <td>3349.05</td>\n",
       "      <td>3314.03</td>\n",
       "      <td>202278860.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-03</th>\n",
       "      <td>3347.74</td>\n",
       "      <td>3369.11</td>\n",
       "      <td>3379.92</td>\n",
       "      <td>3345.29</td>\n",
       "      <td>213836149.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-04</th>\n",
       "      <td>3371.00</td>\n",
       "      <td>3385.71</td>\n",
       "      <td>3392.83</td>\n",
       "      <td>3365.30</td>\n",
       "      <td>206955288.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-05</th>\n",
       "      <td>3386.46</td>\n",
       "      <td>3391.75</td>\n",
       "      <td>3402.07</td>\n",
       "      <td>3380.25</td>\n",
       "      <td>213060681.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-08</th>\n",
       "      <td>3391.55</td>\n",
       "      <td>3409.48</td>\n",
       "      <td>3412.73</td>\n",
       "      <td>3384.56</td>\n",
       "      <td>236165106.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               open    close     high      low       volume\n",
       "date                                                       \n",
       "2018-01-02  3314.03  3348.33  3349.05  3314.03  202278860.0\n",
       "2018-01-03  3347.74  3369.11  3379.92  3345.29  213836149.0\n",
       "2018-01-04  3371.00  3385.71  3392.83  3365.30  206955288.0\n",
       "2018-01-05  3386.46  3391.75  3402.07  3380.25  213060681.0\n",
       "2018-01-08  3391.55  3409.48  3412.73  3384.56  236165106.0"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#获取上证指数收盘价、最高、最低价格\n",
    "df=get_data('sh')[['open','close','high','low','volume']]\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-25T15:28:37.838188Z",
     "start_time": "2019-03-25T15:28:37.610488Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1e2f4e3f4e0>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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rvl405JdhGIoG/coWy9u6/v2OoAkAAACg62x6vMkGy4DiYbsC6vMZXiWzmRlNV9SphMZCBM1GCJoAAAAAukqlYilXau14k3TB9Bb5SKtVzWYqmi43aEZDfuVLBM3NEDQBAAAAdJWcE/LWVjQDfp98Rv0ZzVTeVH910HRCY7CFimbE+XqxYEDZIjOamyFoAgAAAOgqbtvq2qAp2cGxbkUzb6o/vBo0I8GtVzQjtM42RNAEAAAA0FXcauLa1lnJDo6FDVtnV0Oj2zrbqKKZqAqaMa+i6VeOoLkpgiYAAACArrJZRTMc8NVtnU3mS2sqmn7v+ZvZaBlQjhnNTRE0AQAAAHQVL2iG61Q067TOWpa19WVAsaoZzaplQFQ0N0fQBAAAANBVVltn11c0Q4H1QTNbLMuyVBM0I00uA+oPBeQz7F9Hna/HOZqNETQBAAAAdBU35LmtrNXqBc1U3g6m/eH1M5qNKpo+n+HNadaeo8nW2c0QNAEAAAB0FTfk9dVrna0zo5kulCRtVNE0Gn69gTVBMxoKMKPZAEETAAAAQFfZbBlQvRnNpFvRrDOjGfavf421BqJBhQM++Zwe2ljIr1LZUqnO0iHYCJoAAAAAuoq7iCe60Yzm2oqmEzTjdbbONmqdleygWf213MomVc2NETQBAAAAdJVMwalo1p3R9K+raKYLTtCse45mc62z1fOgbuhk8+zG1jc1AwAAAMAeli2ZCgV8CtTZGBvyG3WWAdkzmv1rZjR9huq+xlo//Krj+obbx71/dlt22Ty7MYImAAAAgK6SLZTVV6dtVqrfOru6dXY1/nzjSya8mctG7j8+rPuPD3v/HKOi2RBBEwAAAEBXyRbLioXqR5l6y4DqBc2X3TCsl90wrK2IOl87V+KIk40wowkAAACgq+RKZt1FQFL9czTTBVN9Ib/8TVYwG3HnNWmd3RhBEwAAAEBXybTYOpvOmzWLgLaLGc3GCJoAAAAAukquWN64oulfv3U2VSjVLALarq1unU3mS3rs4mLbrmMvI2gCAAAA6CqZoqm+jWY067TOpvJmzXzmdnnLgFo8R/P9j17R9777yz2xRIigCQAAAKCrbFrRdFpnLcvyHksXTMXbWdHc4ozmYqaocsXScq7YtmvZqwiaAAAAALqKvXW2ftAMB+yIUz2nmcq3OWh6rbOtbZ1N5uzzPFec/9/PCJoAAAAAukqmaG56vImkmvbZdN5UPNy+ZUAhv09+n9FyRdM9ZmU5S9AEAAAAgD0lt0lFM+i3jzCpDpqpfHuXARmGoVjQ33LQTOapaNYwDGPCMIynOn0xAAAAALCZolmRWbHUt8Fyn1DADqClsj2jWa5YyhTLbV0GJEmRkF/5FpcBJZ2K5goVTc8fSYp28kIAAAAAoJGsMxfpLuRZKxSobZ3NOM9v54ymZG+ebbl1lhnNVYZhfL2kjKTpzl8OAAAAAGzMDXcbtc56QbNsP8+di2x30IxuqXXWmdHs9a2zhmGEJP2apHds8pyfMAzjlGEYp+bm5tp9fQAAAADgcSuasY1aZ51lQAWnopl2wl1/G5cBSXbQzZU23jr7r89N6/xsuuYxZjRXvUPSn1uWtbzREyzLepdlWfdblnX/2NhYe68OAAAAAKp4Fc0NWmfDa1pnU064a3/rbEC5DSqaZrmin/3AU3rPFy54j+VLZe+a2DorvV7S2w3DeFjSSw3D+MvOXxIAAAAA1Nd066wbNAtORbPNQTOySevsxfmMimZFS5nVQOm28Eq9UdHc9E/bsqyvdX9tGMbDlmX9eOcvCQAAAADqa9g6681o1rbOJjqwDCi3wdbZ56dTkqSl7OospltZlXojaDZ9jqZlWa/t4HUAAAAAQEMNK5r+ta2znZvR3KiieXY6Kak2UCarlhIRNAEAAABgD8kWWmudTRfsUNfu1tloyL/hjOaZ6xtXNI8OxQiaAAAAALCXeK2zofrBMehf3zprGFLfBsF0q6JBu3XWsqx1HzvjtM5WL/1J5uzrPjoc1UqupEpl/eftJwRNAAAAAF0jW9q8oulunXWPN0nmTfWHAzIMo63XEQv5Va5YXqB1JfMlTS3nNBANqmBWlC+553muVjQta3VJ0X5F0AQAAADQNbKFsnzGaqBca33rrKn4BouDtiPqVFTXts+edaqZD9w4LGm1fdY9Q/PIUFSStLLPjzghaAIAAADoGtliWbHQxhXK9cuASopH2rsISFqtqK5dCHTmur0I6BU3jUhabZ9N5U35DOnQoBM068xpnptJtf06dwtBEwAAAEDXyBbNDdtmpTrHmxTMti8CklaD5tojTs5Mp5SIBHT7wbik1aCZzJXUHw5oMBayH88Vaz7vCy/M6xvf+Tl97KvX2n6tu4GgCQAAAKBr2BXNxkGzZK4uA4p3IGhGgk7QXFvRnE7p5MGEhtxA6bTOpvKmEtGgBmN2dbW6opkpmHrHh7+qm0b79PrbJ9p+rbuBoAkAAACga2SLZW8+sp6Az5BhrFY0U84yoHar1zpbqVg6O53SyQNxL1AuO4Ey6bTwDkSdx6tmNP/Hv57V1HJOf/idd3sBttsRNAEAAAB0jWzR3PSoEsMwFPL7Vmc0C52paK4GzdXtsVPLOaULpk4eSGgwalc0V5cBmUpEAl7QdCuaj19a1F9/6ZJ+6JXHdf/x4bZf524haAIAAADoGnZFc/OqXyjg84436dQyoD6nSpquOqbEPT/z5MG4oiG/wgGft102mbOvIxJ0Hs+VlC+V9Uv/+FUdHozqF7/ptrZf424iaAIAAADoGnZFc/MKZTjgU7FcUalcUb5U6Ujr7Fh/WJI0myx4j7kbZ2+bsBcBDcaCNVtnE9GA9/hKtqR3fuacLsxn9AdvudsLrvvF/vrdAAAAANjXGi0DkqSg0zqbcaqNnWidHe4LKeT3aSaZ9x47M53SseGYFxqHYqGaczQTTmV1IBrU45cWdWkho+994KgevGW07de326hoAgAAAOgauSZbZ4tmRam8HTQ7UdE0DEPjibCma4JmUicPxL1/HogGtZwrqVKxlC7YM5qSNBgN6cJ8RuPxiH75jbe3/dr2AoImAAAAgK6RKZoN20zdZUBu0OxERVOSDiQiml6xg2a+VNbF+YxOHkx4H7dbZ4tKF01ZlrxZ0YSzEOh3v+NOr8q539A6CwAAAKArVCqW8qWKog2OAAk5M5ppr3W2M2FuYiCi56ZWJEkvzKRVsVRT0RyKhfRUdnld4P2elx/Vy24Y0jfskzMz66GiCQAAAKAr5Er2mZWNZjRXW2ftRTydaJ2VnIpmMi/LsnRm2l4EVNM6G7NbZ5POUSZuJfP1d0zop157c0euaa8gaAIAAADoChnnzMpYk62zbkWzv4Ots/lSRcmcqTPTKUWCPt0w0ud9fCgWUtGseAuDOtXCuxcRNAEAAAB0hVzRqWg20TpbKFeU7PCM5sRARJI0nczrzHRSt03E5fcZ3scHnQrmFycXJNnBtFcQNAEAAAB0hUzBDpp94c2DZthpnU27QTPcmRlNNzhOJ/M6cz2l26raZiVpMBaSJL3vS5d077FBnZiIr32JfYugCQAAAKAr5Ep2cIyGGrTOBnwqlStKF0oK+AxFgp2JPW7QfHZqRQuZok4eSNR8fDBmB9x8qaIfe/WNHbmGvYqgCQAAAKArZItNLgOqOt6kPxKQYRibPn+rxhNhSdJnz85Jkk4eXFvRtIPmoYGIHnrJgY5cw15F0AQAAADQFdzW2Wa2zibzJS2kix3bOCtJkaBfQ7GgnriyJEnrKpoT8YiCfkM/9pqbFPD3VvTqrd8tAAAAgK7lts7GGrTOfvNdB7WcLenjz17v2BmarolEROWKpfF4WMN9oZqPDfWF9NlffJ1+9MHjHb2GvYigCQAAAKAreMuAGlQ0X3fbuH7ya2+SZUnxDlY0JemAs3n25MFE3Y8fGox2rHV3L+udg1wAAAAAdDX3eJNog6ApSb/wTbfp3ExKt3Z406u7EOj2A72zUbYZBE0AAAAAXWF1GVDjGBP0+/TeH3mg05ekCSdorj3apNfROgsAAACgK2SLpsIBn/y+vdOKengoKkm641D91tleRUUTAAAAQFfIFssNN87utG+9+5ASkeC6jbO9joomAAAAgK6QKZpNtc3upGjIr4fu7K0zMptB0AQAAADQFXJ7sKKJ+giaAAAAALrCXmydRX0ETQAAAABdIbsHW2dRH0ETAAAAQFegotk9CJoAAAAAukK2WFaUoNkVCJoAAAAAukK2aKqP1tmuQNAEAAAA0BWoaHYPgiYAAACAPc+yLGWLZfWFCZrdgKAJAAAAYM8rlisqVyy2znYJgiYAAACAPS9XLEuSokEqmt2AoAkAAABgz8s4QZPW2e5A0AQAAACw5+WKpiQpSutsVyBoAgAAANjzMgWnosnW2a5A0AQAAACw52XdGU2CZlcgaAIAAADY83Ilu3WWrbPdgaAJAAAAYM+jdba7NBU0DcMYNgzjDYZhjHb6ggAAAABgrRyts12lYdA0DGNI0sckPSDpPwzDGOv4VQEAAABAlYyzdbaP1tmu0My/pbsl/V+WZX3ZCZ33SfrXzl4WAAAAAKxayhQlUdHsFg0rmpZlfdYJmV8ru6r5pc5fFgAAAADY/u7Ry/qzhyd1z5EBhQOsmekGzc5oGpLeKmlJUmnNx37CMIxThmGcmpub68AlAgAAAOhVpy4t6lf/6Vm95sSo/vbHv0Z2NMFe11TQtGxvl/RVSf9pzcfeZVnW/ZZl3T82xvgmAAAAgPa5tJCVJP3Wf3qJ4pHgLl8NmtXMMqBfMgzjbc4/Dkpa7uwlAQAAAIAtmbMbKgeihMxu0kxF812SftAwjM9J8kv6VGcvCQAAAABsybwdNKlmdpeGW2cty1qS9IYduBYAAAAAqLGSKykeDsjvYzazm7CyCQAAAMCe8vSLy5pPFyRJyZypBG2zXYegCQAAAGDPsCxL3/fuL+svHp6U5FQ0Iw0bMbHHEDQBAAAA7Blz6YIyxbJmUk5FM19iEVAXImgCAAAA2DOmlnKSpKVMUZK9dZbW2e5D0OwRlYqlRy8s7PZlAAAAAJuaWraD5kJV0KSi2X0Imj3ikcl5vfVdX9aTV5Z2+1IAAACADa2raOZNJTjapOsQNHvEQtr+i3r6WnKXrwQAAADY2FUnaC5mijLLFaULphJRlgF1G4Jmj0gVTEnSuZnULl9Jd3vqypL+7tHLu30ZAAAA+5bbOlssV3R9JS9JtM52IYJmj0jn7aB5dpqguR0ffOKqfvujp2VZ1m5fCgAAwL7kts5K0qWFjCTROtuFCJo9Il0oSbIrmoSkrSuUKiqYFS1lS7t9KQAAAPuOZVmaWs7p2HBMknRp3g6aVDS7D0GzR2QKZUnSUrakuXRhl6+mexXLFUnSteVcg2cCAACgVcmcqXTB1F1HBiRJF+ezksTxJl2IoNkjUk7rrCSdm07v4pV0t6JpB3Z3XgAAAADt8+KSHSzvPmwHTa91lmVAXYeg2SPShZJG+0OSpLMsBNqyomlXNK+vUNEEAABoN3cR0F1u0KR1tmtxa6BHZApl3TDSJ8uSzrEQaMtKZXu+9doyFU0AAIB2cxcB3XYgrqDf8CqcLAPqPlQ0e0SqYKovHNBtB+JUNLfBrWgyowkAANB+U8s5RYN+DfeFNNwXUqlsKeAzFAv5d/vS0CKCZof8y9PX9FsffW5HvtZKrqT3fenSpttk0/mS4uGAbp2I69xMSpUKm2e3olCmdRYAAKBTri5ldXgoKsMwNBSzx74S0aAMw9jlK0OrCJod8unTM/rgqas78rU+8cx1/fpHntNFp4e9nkyhrP5wQIcHo8oWy8oUzQ2fi42tVjRpnQUAAGi3K4s5HR2KSpJGnP0iiQjTft2IoNkhy9mi0gVTBWdLaUe/Vs4+03Elt/HZjmmndbbf+YvqbqG9vJDRXIrjTprlbp2dSeZVpioMAADQNpWKpQtzad081i9JXkWTRUDdiaDZIUkn9C1mijv2tTYKmpWKpXTBVH8koLgTNNMFO2j+5N88od/7+PMdv8b9wj1H06xYmuc8UgAAgLaZWs6pYFZ0y7gdNEf6Vltn0X0Imh3ihr6FdPNB87Pn5jQ51/oZl8l8yfn/+u2wbptsPBxQf7i2ojmgK9AsAAAgAElEQVSXKujFxWzLX7NXFc2KxuJhSSwEAgAAaCf3ffDNTtAccoMmG2e7EkGzQ5ZbrGiWyhX9l795Qr/+kWdb/lrJnOn8f/2KZqZgt3vaFU37L2oqX5JlWUrmS5qldbZpRbOi4yMxSdL1FeY0AQAA2mVyzt434rbOUtHsbgTNDqhUrJZbZ5+dWlGuVNaXJhc0m2wtwLgVzY1aZ9MF+/G+cG3rbL5UUalsaTaV33RjLVYVzYqODfdJoqIJANibHj47q/OzHGWG7nN+Nq2hWFDDTsD0KppRlgF1I4JmB6SLptw9MQtO0PzgqRc3bYs9dWlJklSxpI9+9XpLX88NmG7gXMttk41XBc1U3lTKeX6+VNmw7Ra1imW7dTYa9FPRBADsSe/40DP6jX/ZmSPWgHaarFoEJMkLnCwD6k4EzQ5Yya4GvsVMQQWzrP/6oa/qj/717Iaf89ilRR0fienOwwl95CtTLX09t3raTOusO6OZzps1wXQuRWhqpFKxVCpbCgV8OjgY4SxNAMCelC6YevTCYs37EaAbXNggaDKj2Z0Imh1Q3cK6mCnq2nJeliX9+5lZZQrrK4eWZenUpUXdf3xY33bPYX316ooutLAUyK1GurOaa3mts6GA+kIBGYaUKphaqXr+bJI5zUZKFXvjbDjg06GBKGdpAgD2HMuylC2aMiuW/uPs7G5fDlDjs+fm9OzUSt2PLWeLmk8XvY2zknTTaL/ect8RvebE6E5dItqIoNkBy1V3EBfSRV1dsre6FsyK/u3M+m/6k3NpLWVLeuD4sL7lnoOS7FDarEbHm3its5GAfD5D/aGAUvlSTUWThUCNFU07aIb8Ph0coKIJANh7CmbFG9/59OkZ7/FzMyn9xkee9Y43A3bDb/7Lc/rTf3+h7se8RUDjfd5joYBP//d336MbRvrqfg72NoJmB7iBb6QvpMVMUVNLdiCJhfz62NPX1j3/sYv2fOb9x4d0cCCq4b6QXphprqKZL5VVcALQRjOabhXVbZvtjwSUzpteAJWkWVpnG/KCZsCng4NRzaYKKjnnagIAsBe4P/PDAZ8ePjurfMken/nks9P66y9d1o//9ePeY8BOS+ZKWsrUf786OescbVLVOovuRtDsADdo3jjaZwfN5Zz8PkPf+bIjevjcnLeEx3Xq0qJG+0O6cdS+W3PLeL/ON9k6Wx0WN946az+nzwma8UhAqbxZM9NJ62xjxfJq0Dw0EJFlSTMtbggGAKCTskU7RL7+jgllivY2e8m+oRz0G3r04qJ+8m+eUMEkbGLnpfKmlnP1T2SYnEsr5PfpyFBsh68KnULQ3MAXz89reotbRd2/QDeN9WkhU9TVpZwOJCL6tpceUtGs6N+er22LPX09qbsOD8gwDEnSifF+vTCTqnvkyLmZlKaqjtVww2UiEthwGVCqYCoU8CkUsP9194cDShdWlwGNx8O0zjahpnV2MCqJszQBAHuLGzS//rZxSdJz1+x5uNlkQTeN9uv333yXPntuTj/7/qfoysGOKphlFcsVLW2wpGpyLq0bR/vk9xk7fGXoFIJmHVeXsvqB9zyqd3/+wpY+fyVXsqteg1Gt5Eq6tJDR4aGo7j06pIMDEX2s6viScsXSxflMzeDzifF+JfOm5taEv/OzaX37nz2i3/3fp73H3LB4ZCimZN6sG07TeVPx8Or5Q/FIUKl8Sam8qaDf0LHhGK2zTahunT00EJHEWZoAgL0lW7S7mIb7QxruC3k3RGdTBY0nwnrry4/pN7/1Dn3q9Ix+/h+eVrnCOdrYGWmnC28lW6r7fnVyLlMzn4nuR9Cs431fuqyKJc2nW6vyzTptlCvZkgaiQY04K5mfv57UkcGofD5Db7zroD53bs4LiFNLORXMSk3QvGU8LskOlq5csay3/92TyhbLmk+tthy4Vcyjw1GVK5YyxfWtMJmCqf7IatDsjwSUKtits4lIUOMJKprNKKyZ0ZSoaAIA9ha3ohkL+nUgEfG6s2aTeY3Fw5KkH37wRv3SQyf1L09f0zs+9FVVCJvYAe64V7Fc8f47dRXMsq4sZnUL85n7CkFzjUzB1AceuyJJG5b263nm6ooe+L1/01NXlrSSK2kwGtRwn/0NPV+q6MiQHUzedPdBFcsVfcbZBDc5t37w+cSE/esXqoLmr3/kWZ2bTenwYLSmt9092uSo089er302XTDVF1oNmglnGVAybyoeCWg8HtEcM5oNeTOafp/6wwHFIwFdp6KJHXR2OqVL85ndvgwAe1imai/DocGIrq/kZVmW5tIFjccj3vN+6rU36+e+4YQ++MRV/e2jl3frctFDqjceL695v3plIatyxdLN4wTN/YSgucaHnryqVN7UeDyspUz9YeV6nnrR3hz79IvLWsnZFU33kFlJOuwEzXuPDurwYFT/22mfdauW1RXN8XhY8UjA+9g/nHpRH3ziqn72dbfo1beM1iz9Wa1o2kGz3kKgVH5NRTNsLwNK5UtKRO2KZqpgeu02qK+6dVaSfZYmFU3soJ/7wFP6vY8/v9uXsStmk3m9+c8fYQEX0EDO2SgbC/l1wDmKaylbUqlsadypaLr+z9ef0E2jffr8C/O7canoMdWnI6x9j32ejbP7EkGzSqVi6b2PXNI9Rwf14C2jWso2HzTPTKck2VXIZbd1tr8qaA7aQdAwDL3xrgP63AtzWsmWdH42rdH+kAZjq881DMNeCDSb0vPXk/q1f35Wr7p5RP/H62/VQCxYEybdX7sV03oVzUxx/YxmrlTWUqZot846dzjZPLu5tUHz4CBnaWLnlMoVXZhPb3iM0X733LWknryyrNPXk7t9KcCelim4QTOggwNRLWVLurJon+c9nqgNmoZh6KVHB/WVF5frzswB7ZTe5KQEt8PPPYEB+wNBs8rD52Z1cT6jH33wuAZjQS230Dp7tiporuRKGojVVjTdIChJb7r7kEplS586Pa3JubRuqnP35pbxfp2dTuntf/ekEtGg/uR77pXfZ2ggGlS+VPHOwErmSwr5fV5YrFfRTOdN72gTafU8zWsread11v7Bw5zm5kpVrbOSdHAgquvLVFewM15czKpUtpQr9eaWSDdgV79RAfaLJ68s6fJCe9ri3e6kWNie0ZSkZ64uS5ImEpF1z7/n6KDmUgU6dNBx1UfyrS3mTM5ldGggUvN+Fd2PoFnlr75wSROJsN5410ENx0JKF0yvirUZy7J0zgma52fTSjqts0OxkJwTS3RwcPWb+z1HBnRkKKqPffW6zs+la9pmXSfG41rK2htr//R77/UG+AeiQUmrlctkzlQiGlh9vM6bsHSdZUCSNJcqeMuAJLF5toH1rbMRLWSKHHyNHTE5Z78JzddZ+NUL3O9t1TM+wH7x9r97Uu/40DNtea3qZUAHnQ3pT1+1jzhZ2zorSS89OihJ+sqV5bZ8fWAjNTOa2fUVTeYz9x+CpuPsdEpfOD+vt73yuIJ+nwadauRyE+2z11byShVM3TTap8VMUamCqcFoSH6focFoUOPxsMIBv/d8wzD0prsP6vMvzGk5W6q7Yev2gwlJ0s9/4216xU0j3uNuoHQrl0lnzjIRDdQ8Xi1dqG2dTVSFzkQ0QOtsk7xlQF7rrF2l3up5q0Ar3LaiXI/e2EhR0cQ+lS2aur6S16MXF7TQ4rb7ejJF++zsgN+nA07Q/KpT0axeBuS6/WBCIb9PT18laKKzUlWjH9Xvry3L0uRsmvnMfYig6XjvIxcVDvj0fQ8ckyQNxexA18zm2bPT9szQt9x90HtswAl+w32hmrZZ17fcdUjuNvF6d3AevGVE//z2B/XTr7255vFB57qWvYqmfURJPFJb6XSVyhXlSxWvXVaS+sNB79fxSFBDsaCCfoPW2Qa84038qxVNSbrGnCZ2gLsooVeDZjJnB8wUFU3sM+78ZMWSPvP8zLZfL1csqy9k39w+OGC//3hhNq14OKBoyL/u+aGAT3ccSlDRRMelCvZNkFjIX1PRnEkWlCmWqWjuQwRNSQvpgj781JTefN8RDTmVzCFnOU8zC4HOTttvAN909yHvMXe5z4+++kb90KuOr/ucOw8ndMzZFFuvddYd0Dfc3luHV9HMVgXNaFB+n6F4OLBuUYh797+vZhlQbXXTMAyN9YdpnW3AbZ0Nr6loMqeJneBWNHu1dZaKJvarywt20Az5ffrEs9Pbfr1MoayYc6RZNOTXYCwoy5LGEuvbZl0vPTqoZ6ZWZJZ7cwYcOyOdN5WIBDQYDdYUclY3zrIIaL8haEr6wGNXVDQr+tEHj3uPeUGziSNOzk4ndWggolsn+r3KoRsIv/9rbtC3vfTwus8xDEPfff8RHRyI6GCd4fyNrG+dNb1W2ES0diNtwSzrlz9sz3xUh9n+mtZZ+/XGEhHNUdHc1Lqts05Fk82z6DS3rUjq4YqmN6PZm1t3sX+5S4DefN9hPXJ+vu4ITCuyRVOxqsqluxCo3nym695jg8qVyjo3k97wOcB2pfKm+sMBDcRCWqk6E969kVpvlAzdrSeD5hdemPcqgkWzovd96bJec2JUJybi3nOG+ppvnT0zndKtB+IyDMMLdAOxYIPPkn76tbfo4V98rXw+o+FzXYNRZ3a0qnXWDZ+JaNBrL8sVy/rP73tCn3xuWr/2LXfoa28d816juqLpttyOx8PMaDawdkYzEvRruC+kKSqa6LD5dFHJvKmRvpDMiuVtQO4lXkWT1lnsM5cWshqKBfXdLz+qUtnSv5/ZXvtstlhWrKqLyb0pWm8+03WHsxfi3ExqW18b2Iy7nHJozckOk3N2a/fYJjdD0J16LmheX8npB97zqH7zo89Jkj7ylSnNpgr60VffWPO8ZltnS+WKLsxldNsBO6SecINmtHHQ9PmMmiVBzYhHAjIMu6JpWZa3DMj+mgElcyUl8yX90F89ps+/MKc/eMtd+rE1v7d41YymWw0dj9M624hb0Qz6V//aHBzgLE10nnu3987DA5J6s6rprsVP0TqLPeDCXFozyfb8zLy8kNENI3166ZFBTSTC+sQz22ufzRZNxYJVFU1nTnOziqa7NIj3AeikVL6keDiowViw5v315FxaN433rxsXQ/fruaD5H2fmJNkB88x0Uu/89DnddXhAX3dirOZ5kaBfkaCvYevspfmMiuWKTjpB8/aDCfkMaaTqDM128jmzmCvZovKlikplSwmnKpmIBHVtJafvf/ejevLKkv7n99yrt7782LrXiAR9CjhVVDekTiQiWsqWVDB77w1ss4pmRYYh789O4ixN7IzVoGlXHXpxTtNddEZFE3vBT/zNE/qdj51uy2tdXsjqhpGYfD5DD73kgD57bs47C3MrssWy+sKrQdOraG4yo9kfDigW8muGziZ0UCpvVzQHY6GaFvHJ2Qxts/tUzwXNfz8zq7F4WEG/Tz/wl4/q2kpev/LG2+u2rw7HQlrKlnRxPqPve/eX685NnHHOz7zVabv9vq85pg/91Ku8ZUCd4P4Fda/HPdokEQ3q6lJOZ2dSetfbXqZvvedQ3c83DMOb04xXVTQlMae5iWK5opDfV3PH7dBghK2z6LjJ2YyiQb9uHLV/EPdyRZNlQNhtBbOsC3NpXV3a/vf+glnWteWcbhixl6A8dOdBFcyKHj47t+XXzBZXlwFJq9XKiU32QRiGoYlEpG1VWqCeVN5U3FkGtJy1O/PSBVPTybxuHmcR0H7UU0EzXyrrkfPzeuglB/S9DxzTfLqo198+rlfePFL3+YOxkJazRX369LS+OLmgM9eT655zbiYlv291NjMS9OveY0Md/X0MOEt/vKDpVDSPDEXVF/Lrf/3Iy/X1Jyc2fQ13aZFb0XTvdO63I06mlnP63Lmt/8CuVjQr3nym6+BAVKm8SZUFHTU5l9ZNY33ekQW9GTSpaGJvuLyQVcWSZtsQyq4u5VSxpOMj9hb6B24c1khfaFvbZzOF2mVAN47ab+CPOpvuN9LJXQ1/++XL+sH3PNqR10b3cM91H4rZ+wbSBdNbdMcZmvtToPFT9o9HLy4qVyrrdSfHdOehAb24mNV/e9MdGz5/qM/uIT99zQ6Y9ULYmemUbhzta3nWcjsGY0Et50p60Tl769CgfZfyZ7/+hH7kwRubmg+NR4IyjJz6Q25F05nP2GdtM3/4yTP61+em9fxvP7Tt3v9iueIdbeJy/+yvL+dqlkkB7TQ5l9Z9x4YUcYNmj7XOmuWKMs7vmYomdpv7xng2VVClYrW00G+tK87RJm5F0+8z9IY7JvTRp68pXyorEmz9vUVuTUXz/huG9LGffbU3472RiURET1/tzFmaD5+d0yPn57f954Xu5VYv45GgtzBzOVvyRkMImvtTw4qmYRgDhmF8wjCMTxmG8U+GYXSuJ7TD/uPMrMIBn15506jGExG954dfruOjG5fqB53W2eecoFmvrfTsdEq37XDAcI8xOe+ugx63v77fZzQVMiUpHg6oPxzwvuGvts7un7YZy7L0yPl55UsVLTRxTE0jRdNuna3mHoZ9bWX//Llhb8kVy5pazunmsX5Fg71Z0XSrmPFwQOmiqUrF2uUrQi9z3xibFaups7Y3c8k52sStaErSQ3ceUKZY1hdemG/59SzLUqZo1sxoGobRMGRK0kQirJlkXpbV/r9fF+fTqlirG/PRe3KlssoVy9k665yg4ATNgM/QDSObV9zRnZppnf1+SX9sWdY3SpqW9FBnL6kzLMvSf5yd1atuHlE01NwdwuFYSLPJvPdDZW1FM1s0dWUx622c3SkD0aCSuZLOz6Y1Fg83HS6rxSMBr+VWkkb6w/IZ+6t19uxMSvNp+03AteXtz9LUb51drWgCnXBhPi3Lss/CdYNmvseCpjufeWgwKsuSsj32+8feMjmX8X693eU5lxeyiocDGq5aIPiqm0cVjwT0yedab58tmBVVLDX9PqfaRCKifKninVnbLma5oitOB9ZCev+8x0Br3G6UeCSgwZh7hGBRk7MZHRuJ1Wz0x/7RsHXWsqw/r/rHMUmznbuczvrj776npfbJoVjQa9eS1lc03YONb93hiqY7RP3CbNo7TqVVb7hjQrdWBWS/z9BI//46S7P6bvC15bzuPrK916sXNA8MRGQYVDTROe6b2pvH++Rzvn/lir11jqY7j35wMKKzMymlnUO/gd0wOZdWPBJQKm9qJpXXHUps+bUuzGd0w2is5r1JKODT62+f0KdPz6hUrrT0BjzrvGfpC7X+92M84Y7Q5Ld0A3sjU8s5lcp2lXQ+XdSJzVdIYJ9yb2D0h+1lQJJd4Z6cS7Nxdh9r+ruXYRivlDRkWdaX1zz+E4ZhnDIM49TcXHuWrnSCYRh62Q3Duq+FRT3Vm2PH6pwzeXbabqk9uQsVTbNi6fnrSW8JUau+54Fj+qWHTtY8tt/O0nzk/LxG++1/h+0467JYXh80g36fxvrDVDTRMZOzaRmGdHykr2dbZ92Kptuqni7QfofWnJlO6vJCpvETG7AsS5Ozab3iJnuJ4Nw2b86en0npxPj69xAP3XlAK7mSvnxhoaXXyzht5rGtVDSdEZp2H3FyYX71z32xDWMs6E7uCEQiEvTeX19ZyOjSQkY3b/G9LPa+poKmYRjDkv5U0o+u/ZhlWe+yLOt+y7LuHxsbW//JXcxtZRmIBnXPkYF1Fc2z02lFgj4da7DJrd3cO41Fs7LloFmPHTT3fkVzJVvSf5zdvLBeNCt69OKivvnOgwoHfO1rna1zZ/ngYFTXqWiiQybn0jo6FHPO9u3VoGkHy8PO8q0UC4HQov/6j1/Vb/7Lc9t+nZlkQZli2Qua2zkOJJUv6dpKvu7P8a+7dUyxkL/l7bPu94bYFiqa7vEn7T7i5FJV0FzI7P33GOgM9/t4v9M6Gw8H9EefOqdS2WIR0D7WzDKgkKQPSvply7Iud/6S9g63h/yOgwmNxSPrg+ZMUrdOxHd8g5p7XZLaGjQnEpGuCJp/f+qKfuS9j296Z/QrLy4rWyzr1SdGdWgw2pbW1qJZv4Xp0ABnaaJzJucyunnMXlrmzl3le2zrbHJNRTNT6K3fP7YvmSvpsrPhdTvcnQ23H4xrKBbUzDa6gM7Pbjx+Ewn69brbxvWp56ZVbmH5lVfRDLde0XSPOdvO76mei/MZ9YcDMgx5exPQe6pnNIN+n/7t579Ov/Ptd+q7XnZEr7ttfxWqsKqZiuaPSbpP0q8ahvGwYRhv7fA17RnuVqyXHEpoLB7WYraoUnl1Nmo3Ns5Kq2dfSu0NmuPxsBbSBZnlvT3/5W6QdY93qecL5+flM6RX3DSigwORtrS2Fuq0zkr2m9/ry53Z1IfeVqlYujCX9u72Rpz//nq1onnQqWjSOotW5UplXV3ObXtjcfVRDBOJyLbaTF9wguZGuxZec2JU8+mippaa//nlzmjGtnAsSiwUUDwcqNnVMLWc2/RnbTMuzts3y4ZjIZYByV6I9J4vXOy59wypwuqMpmTPBP/gK27Q//iuezTSH97NS0MHNQyalmX9v5ZlDVmW9Vrnf3+/Exe2FxwZiioc8OlVt4xoPB6WZa3OF8ynC5pPF3d846y02jqbiAQ01sa/nGOJiCqW2nIUSCclncUgVzf54fvF8/O668igBqJBOwi2qaK59hxNyT5LM1cqayVX6rkfHOisqeWcCmbFm18J+H0K+X09GDRrK5q0zqJV2WJZRbOi+W0GncnZtPrDAY3Hw87uhm0EzZmUwgGfjm4wfnN4yD0+q/Wg2bfFZVnjzhEnrl/58DP6mQ88taXXcl2Yy+jG0T6N9Ie0QEVTH336mn7nY6drZldbUTQreuj/+Zw+/sz1Nl9ZZ7nft+Ph9i2awt7HLuFNjPSH9fRvfKO+/uSExpwhefdO37nplCTtStB0h6hPTMRb2qLbyPia32MnWZalX/7wM/r8C60vkFrOukGz/l3WVL6kp15c1qtvsWdoDg9GNJPMb7tSWzTLG1Y0JelX/ukZ3fs7n9Y085pok/N1DrKOBH3K9VrrbK6kaNCvIWdswF0qATTLPRLo6ja7W9xWdsMw7HGTbcwzvjBrdyv4Nxi/cX+2tPIzJVvc+jIgSU6VdvXrTa/k9fz15JZ/fuZLZV1byen4aJ9G+sLMaEqacW5OzGzxvcK15ZzOTKf0l5+/0M7L6ji3dbY/wsbwXkLQbMBdvuGGsLm0/Y3hzC4GTbei2e510F7Q3IHNs1eXcvrAY1f0/kevtPy5Kw0qmo9dXFS5YunBW0Yl2ct6KtbqN/etKpY3WgZkt/N9/JlpLWdLOn19ZVtfB3BNzrpBs897LBry9+Q5molowKvSpKloogWlcsU7XmOzTphmVLeyTyTCmksVttyO+8JMWicmNv457p7TvJWK5laWAUla1w68mC2qaFZ0aYvzrZcXsrIs6cbRPg33h/Z8x9ROcG/mT2/xJoW73PDJK8u6uMWq6G5I5UuKhfwb3ljB/kTQbNK6iuZMSsN9oba2rjarL+TXG+6Y0EN3Hmjr63pnaO3AQqDHLi5Kkh6/tNRyu6kbNF/coKL5hfPzigR93lE27g/r7c5plkyrbkXztom4HrxlRL/4TbfZ17XIYiC0x+RcRkOxYM38SjTo773W2UJJ8UhQQb9PkaCPiiZaUn1jZqNOmGZkCqaureS9VvaJRERmxdJitvXwlC6YmlrObXoWdl84oEQk0FJFczvLgCS7dXYuVZBlWbIsS0tOMDzjHOfWqovz9s2ym0b7NdpH66y0ejN/q0Gzuir/4SevtuWadkK6YCpONbPnEDSb5AZNd/PsmemUbp3ob2vrarMMw9C733a/XndyvK2v64bmnWidPXXZDprz6ULLmwAbVTQfOT+vlx8f9qrRhwft9qOpbQbNeudoSvabgb/78Vfop197s6JBv65sc3EC4Jqsqp64IkF/D7bOmko4b1D6w0FvqQTQjOq/L9upaLrVI7fDYNw7d7L1wOBunD3RYKHgocGori230jq79WVAkjQRj6hYrmg5W1Iyb8p0qrVnnS6uVrlziMdHYxrpD2slV1LR3NsLBzvNfY+1ndZZw5BeedOIPvzk1LYXXO2U5WxJiQjzmb2GoNmkcMCvgWhQs06bzLmZlE4eSOz2ZbVVKODTUCy4I62zj11c9M4fffzSYkufuxo0s+uqobPJvM7NpPVqp21WsltnJW17IZB9jubGP7wNw9DR4ShBE21zoU7QjIZ6sKKZtyuakr0an9ZZtCJXak/QnFwzM+11AW3h5uwLM3Zw26yiKdkdOddbbJ0NBXwK1BnzaIZ3lmYq71UzpdVxoVZdnMtoLB5WPBLUSL+9X2JpCxXg/WRmmxXNqaWcxuNhfc8DRzW1nNOXLy608/I65vpKzns/ht5B0GzBWNxuKZlazilbLNc9+6rbjcc7f5bmQrqgybmM3vryoxqIBnXq0lLTn1uuWErlTQ3GgsqXKuvO5Hpkcl6SvPlMyV6lHY8Ett06WzTrVzSrHRuObXsVPCBJy9mi5tNF3TzeV/N4NNibM5pxr6IZoHUWLXGDZsBnbKt1dnI2Lb/P0LER+yapF8q2EBieu5ZUJOjzbrhu5MBAtOVlQH1bXAQk2XOnkjSTLHjzlPFIYMsVzYvz9sZZSRrps197u5t/u1nBLHsLDae32D12bSWnQ4NRfdNLDigeDujDT0618xI7Zmo5r0POKBN6B0GzBePxsGZT+V1dBNRp44ntrWtvxqnLdrD8mhuHdf8NQ3r8cvMVTfc8vTsPDUhaP2/zhRcWNBQL6o6DtdXmw4NRTbXQfrSWZVnOMqDNW6WPDsd0ZXF9pXWtz5ye0Tf/yed7LjCgeZNzbpvemopmD85oJvMl7/zg/jAVTbTGbSe9cbRPU0u5LR9DNTmX0bHhmMIBO8iN9YflM1aXs7Ti0YuLetkNQw0rj4cGIlrIFJv+WZEtlre8CEiqDc9uRfMVN43oymJ2Szd4Ls5ndJMTNEedimavzWkuZYr6jY88q9PXkl71O+Aztl5ZvV4AACAASURBVNw6O7WU0+HBqCJBv95410F94pnr3rbhvapgljWfLugQFc2eQ9BswVg8rLl0QWedofhbN9kW163G4xHNbWNdezNOXVpUKODTXUcGdP/xYV2YyzR9iLPbNvuSQ3aQrG6DsixLj5yf16tuGZVvzVazI0MxXVrY+na2orPavVFF8+hQTNli2TtvtR7LsvTOz5zT89eTLc+nulayJX3zn3xeXzw/v6XPx963tk3PFQn14IxmdUUzEmBGEy3JO39fTkz0q2Cu74Rplj0zvdphEAr4dONon55vsdq3ki3pzHRSDxwfafhct9Ww2apmtmhu+WgTqXrxYd5bcvTKm+zrPDfT+u9zIVP0KprDfXbQ3Ozn435zfjalb//zR/TXX7qsv3/8incj/+TBuObSBZVbnK+sVCxdW8l7uyfe8rIjyhTL+uSz022/9nZy//s9SEWz5xA0WzAeD+vqUk7/89/P6/Bg1JsZ2k/GE3aY3uod32Y8dmlJLz0yqHDAr5cftzfDPnlluanPdYPmHU7QrN48OzmX0XQyXzOf6brtQL8uzWdUMLf2Bt1dXtBM66ykTec0H7u4qOeu2Tcrttpm+/7Hruj560l9+UJ3zGagdZNzaYX8Ph0Zqr0DbLfO9s4yjYJZVtGseEsk4uGA0oXSll7ru//iS3rX5ybbeXnoAm4HwIlxuwtpK+2z5YqlC/MZ3bTmxs/tBxN6/nprG1lPXV6UZUkP3Djc8Lne1vSVvB69sKCnrmw8amKWK3r6xZVtzcFFgn4NxoKaSRa8QPgq50zqVttnLzo3d73W2f7eap397Lk5fceffVGZgqkjQ1GdmU55567edXhQ5YrV8p/FfKagolnRYefnwv03DOnocHTPt8+6C60OU9HsOQTNFnzHvUf0lvuO6Pu/5ph+9zvu3O3L6YjxeFilsqWl7NbeyDWSLZp6bmpF9zsB020/dqs3jbhB89BgVEOxYE1F8xGnulcvaN46EZdZsbZ85pQXNBu0ObmzO5sFzb965KL6nfMAt7I4qFSu6H1fuiRp+4ePY++anE3r+GhsXWtdr7XOPnnZvgl1g/N3q3+Ly4DypbIev7yoZ6a2dkwDule2qqIpbW0h0NRSTkWzUlPRlOygeXUpp2S++Z+Zj15cVMjv073HBhs+1w2aV5eyevv7n9Sv/NOzGz73X5+b0dRyTj/wNceavpZ6JuIRr3U2HPDp1vG4+kL+1oOme7SJ82eWiAQU9Bv7/ixNy7L03kcu6kfe+5iODMf0kZ95tV5zYlRnZ1LePO89R+zxn1bmb6XVwHZowA5sPp+hN997RI9Mzm+phXunuNfGMqDeQ9BswR2HEvqj77pHv/GtL9Frb2vv0SJ7xXh868sNmvGVK8syK5Ze7tzJjUeCGu0P6eJccwHQDZoD0aCODsdq3jB84fy8jg5HdbTOcgU30G51ocFq6+zmLUlHh+yv/eJiVv/9Y6f1Cx98uubjVxay+tTpGb3tlTeoPxzYUtD8xLPTur6SVzTo19Q2Dx/H3jU5l1nXNis5W2d7qHX2w09eVX84oG84OSFpdRlQq10X9pZqe8kSeot7Y+YWZ8PrRmcwb2ajVnZ3H8CZ683/bHn04qLuOTrgHcG1mYNOoPjHJ65qPl3UmemkVurcCLYsS+/+/AUdH4npG26faPpa6hlPhDWTspcBDfeF5PMZuvVAvOXK7cW5jHyGvJ/JhmFopC/c9KhMNyqVK/rVf35Wv/XR03r97RP6x//ySh0ejOq2ibiWsyU9ey2pgM/QSee/m1Y3z7o/8w9Xdbq85b4jsizpn57au1VNd3MyrbO9h6CJGuPOxrlOLQR6/NKSDEO679iQ99jxkT6vxaaR6qB5ZCjqtZ6WK5a+PLmgB29eX82U7MOiAz6j5RmT2VReb/yTz3sBtVHrbDTk12h/WJ97YV5/9chFffTpayqVV9sc/9cXL8lvGHrbK4/r6BY31P71Fy/pxtE+vf6OiW2fDYq9qWCWdWUx670xrhZxKpqdbG/fK3LFsj7+zHW98a4DijpzZ/2RgEplS9/wx5/VT/3tE02/ljsPvdyhbg3sXe4inbH+sA4kIjq3hRuOGwZNZ4zj9LWVpl4nUzD17NRKU22zkv0zZTAW1KMXF2UYkmVJj9U5EuyJy0v6yovL+rFX3yi/b3vne08kIpp1KpruXOXJA3GdnUm19H3nwnxGR4ZWlydJ0kh/aMszst3g/3v8Rb3/0Sv6qdferL/4gZepz+leus05Du9z5+Y0Fg9721dbvak/tWx/H6teqnNsJKaXHx/Sh5+8umd/Lkwt5zXaH2rq5gr2F4ImaoxXLQLohMcvLerkgYQGoqvzrTeO9ulSky2t1UHzlvG4Li9klC/Zb8pTBVP33TBU9/PcpQ3nZppr0XU9/eKKTl9P6jPPz3iv08ix4ageu7ioiiUVzIoXUlP5kv7h1It6090HdWAgomNbOHOzUrH0zNUVveGOCR0dstfem+XemdfrFVcWsipXrPoVTecHdaEHDj3/1OlpZYplvfm+I95jLzs2pBPj/SpXLH369EzNjZzNeEEzt3/f5KI+twMgGvLrzsMJPXut9fbpybmMhvtCGnKCl2s8HtZwX0jPN1nR/MqLyypXLL38eHNBU1qtan7bPYcUCvjqzub/5ecvaiAa1FtedmTdx1plb9gvaL4maCa0nC21dBO6+mgT1w0jMZ2dbi2wdpMXF7MKB3z6pYdO1iwlPOl0Vc2mChpP/P/snXd4W9X9/19Hki15SN7bznBsx4mz957sFfYopVBmKaWU0UFpf93fUtrSMkrZlBEgbAqUGciA7L3jxE6897ZlW7Z0f39cXVm2JVvyiO1wXs/Tp2BL4lhHV/d81vttIirUiF4n+tQ6azYaOp2hQK1q5lQ0sbfQt4THqaakrtn1OZZ8u5CBpqQTWuvsYFQ02+0OduXXuASANMZEh1De0OqTdHpdcxuBBh2mAD0T4s04FDhW1uhq6ZkQb/H63Ix4s98VTW2uYG+B+uXd24wmdAgCnZ2lti/tLlBnzN7cUUhjazs3LhwLqG22BTW9W6G4U9nUis3uIDkiiOSIYNodCmWDbEczUtlxspq7Xt/tt6rfcMBb9QQgKED9DH4b2mff3lVEUngQc9wO5XNTo/j8nqXcuSKddofic1eAltSRFc1vH9qMpsmgJysxjJyKRr/tILoqzmoIIZiQYOZwqW/Bq/Z59dSt4A2t+nXlrBRmjApn64nOgWZeVROfHirlu/NG9cvaRCPOYsLuUMgpb3QFmtr4ia/ts4qieAw056dGUVTb3KexkZGAexXYnYiQQFciP9asBpmxZqPfrbOFNc0eLULOm5KA0aDj7Z2FfVv4IFNc20xiuGyb/TYiA01JJ4IC9ZiNBioGIXg5VFKP1WbvlsnVbkS+VDXrrG2uTJ7rxldaz5GSenSiQ+zBE+PjzORXW/06YGiBpnZzNfpQ0cxMsBAcqOcPqyYRHRrInnw1g/2fTSeZNTqCqSmqAMSoqGBa2hxU+DGv4i4EoM1oDMac5onKJp7/+sSAv+6p5F9fHef9PcXk9cPWZqjQPDRTPRxstRbS010QqKy+ha+PVXDpjKRudkXQ8d7k+DjfrX0OGlraZRfAt4yWNjtGgw6dTjApKQxFgUN+VjVzKxo9Jn5ATXAeLW0gp6KR1Vvzeqyylzl9FLWkri9MTLQwNjqEualRzEuN4mBxvau7B+D5r09g0Amunz/G59fsiTjnCE1jazsRwR2ts+C7zkF5QytWm73bd9h853jL5pzTUzG9xmojPLh7oAkdZxbt/VVblP07axXXNneaz9SwmAI4KyueD/cVD8vvt+LaFlnR/JYiA01JN2IsRsobBr51dvtJVZa9a6A5JsoZaPoQENQ1dwSao6NCMAXoOFLSwOHSBlJjQnvs/8+IM6MocLzc9/ZZbQay3VkV86V19qZFY1n/0+XEWkxMSwlnT0ENaw+XkV9t5cZFY12P0wQS/JnT1ALfxPAgl0y4NrPhCzVNNtYeLmNDdkWPj1uzvYDff3jILyXF4URlYysbjqkqxP62Sw8HcsobSQgzueZ73NE+46d7oPne7iIcClwyPcnj78dFq4f+XB8Vq/PcrjP3Q7rk9Ke5ze7ylpycpKp9HijyvcWw1mqjstHmPdBMsNDa7uCsf2zggXcPcOtLO7x2HJTWtxAVEujTvUTj7jMy+OQni9HrBHPHRqEoascGqMnXN3YUctHUJGItA1Mxcn+dKGd1Ljw4kDiL0edAM7eis7WJxriYEGLMRjadtoFmGxHBnq3vtGBdSzLEW0y9VjQLqq2uKmWzzc6x8gavCfVzJ8VTY21jR55nC5yh6u6pb2mjsbVdWpt8S5GBpqQbcWb/s2y+sP1ENSmRQcR3UR0bE60GXCcrm3h7ZyHffXar14yce6Cp1wnGx5k5WlbP4ZJ615e4N/qiPNtVbCfAh9bZAL3OZXo9LSWcnIomHnN6r541sUMN0BfPza5ogWaSe6DpY0VzU04ls//0BTe9uIPrX9jGdg+CEhqlToW4wfgcnAo+2FvsuqkeL1f3u9Zqo8mH9uzhQE4P1RNtRvN0bp1VFIW3dxUyY1R4N99CjbDgAKJCAl0H2p6wOxQKq5uJdx6ga2WgOejsLagdNpUVq83uum7iLEaiQwP9mtPUqubjYrt3GIDqhxkSqGfVtEQeOG8C67IruPml7R7HIsrqW4jzMyDU6YRLUGf6qHCMBp1LN2D1tjya2+zcvHhsTy/hF+7rc59JzYy3cMTH+6dmJdY10BRCsGBcFJtyqk7LOc0aq63bHK+GJgikVTRTIlVBw56+y5/ZmMu9b+4lv8rKjrxq2uwK81OjPD52SUYMgXodnx8q6/a7D/YWM+33n7HJaQN3KumwNpGts99GZKAp6UasxTjgM5qKorAjr5rZo7sLIAQHGoi3mMipaOKfa7P5+ngl6456rri5B5qg3vj2FdRRWNPMhATv85mgBnamAJ1fmezi2mampXR4nfmThQaYlqLOo+4vquP6BaM7eSJqgWJ+le+tr4U1zYQaDViCDE6F20CflWff2VVEiNHA6pvnkhIRzD1v7PE6F1viFCgYjBbqU8G7u4vISrSQFB7kqmhe++xWfvPfg0O8st5RFMVpbeL5UKu1zracxhXNg8X1ZJc1dhIB8kRqTAi5lb1XNEvrW7DZHUxNUatZck5zcCmrb+HiJ77hlS15Q70UQK1ompzXjRCCrMQwv+4DPc1Mg9qdcvD35/DwldO4ZUkqvzp/It8cr2JXfvfKkhpoGvvwV6iYAvRcNjOZt3cVUVTbzIubTrIoLbrX+58/xIR2rC+qU6Bp5nh5o9fW4N/+9yD/+UYduThR2UigQefye3RnfmoUlY2tfnUXjRRqmmxeK5ozR0cQoBdkOgPOZeNjaW13sL6HDqPd+arGw+eHy9icU4VBJ7wKSYUaDSxIi+LzQ2WdgvjqJhu/+e9BGlra+eGru/qkdt8fSrSRH1nR/FYiA01JN1TFuZYBzTaeqGyistHm8s/sypjoYD4+UEJBdTN6neCVrZ4PKN0CzQQzDc5gaUJCzxVNvU6wNCOGj/aX+KRUaWt3UN7QyqK0aNdspi9iQO5MSQlDCAgO1HPVrM4m2qYAPfEWk98VzcRwE0KoM2tJ4UE9mo9vza2i1mpDURQ2ZFewKD2ahWnR/P3KqRTWNPPQJ0c8Pk9r5xmMFurB5nh5I/sK67hkehIZcaFklzVQ3tDCweJ6n9ssQbUYuWfNnlN+GCqrV4WxxnkRCwlya53dnFPls+rqSOKdXUUE6nVcMCWhx8elRof6VNHU5jOnJKtJI+mlObiU1begKPDF4fKhXgoALbaO1lmASUkWjpU3+pysyaloJFCvIzmiu0ezJ66enYLZaOCVLfndfldW39Ktq8dfbl2cSrvdwfdf2EZZfeuAVjNBTahqAaZ7dW58vBmb3eFRT6GmycZLm0/y9i7Vy/FEZRNjo0I8zlcv0OY0PajnjmTsDoW65jYivcxojo0OYf9vz3bpNMwZG0l4cACfHCjx+PiWNrtLH+LzQ6Vszq1iakq4x5EKjbMmxpNfbe00MvJ//ztMfXMbT103E0WBW17a0am7p9ZqY9FfvmSts0re0mb3e4a5Jw45/wZPSQfJ6Y8MNCXdiDWbaGlz8MXh8gELNne45jM924+MjQ6hpc1BrNnIbUtSWZ9d4THr5qmi6emfvXHFzBQqG21eK6buaIelUZHBrrZcfyuaFlMAK8bHcvPiVMI8ZDlHRQb7ZR5eXNdZcS4pIshr62xhjZWrn9nCb/97kCOlDZQ3tLI0IwZQ52SvmTOK17cVUNlFjEhRlBFd0XxvdxE6ARdNTSQjzkxuZRObjqsHmjI/WoEPFtfzzu4i3tl1alX8equeaDOa645WcM0zW/jsYPc2qZFMm93B+3uKWDkh1quohsa42BCqmmweDezdyXdam0x1BZqyojmYaO/v1hNVPqmJDzburbOgzmnaHYrPbaA55U2MiQ722Z8yxGjgkhlJfLSvhOqmjqRGm91BZaPN79bZroyJDuHcyQlklzWSHhvq+l4fSLQ5zagugSbg8X1bl12OQ4GjZQ202R3kelCc1UiJVEc/tO/l04X65jYcCj1+b7nrSATodZw5IY61h8uxebCrOlBUR7tDITPezPaTNewrrPPaNqtxxoRYAD47WAqo331v7SzkliWpnJ0Vz+PfmU52WQP3vLEHh3O85N3dRRTWNLusUdZsL+Cix7+mpql/CbnG1nbuf2c/f/30KFOTw1yqu5JvFzLQlHTjnEnxjIoM5paXdnD3mj0D8prbTlYTERzg9fCsCQJdM2cU3503GgE89/WJToGu3aHQ0NLeJdBUb3wWk4EEH7LES8fHEB1q5M0dBb0+VmtJTYoIcply+6I625XnbpjNPWdmePzd2OgQDhfXdwv2vFFc29I50AwPoqi22WNC4J1dRSgKfLCvhFe3qpn1JekdB5IbF47FZnfw2tbOWfcaa5vrpjfSAk2HQ+Hd3UUsSo8h1mIiLTYUW7uDN5z7XdHQ6nPyRDN19yasMFhogaY3+wOtdfa93WrlwBcRrZHEhuwKqppsvbbNglrRBMhxa5+ttdp48OMjXPbvTTQ4xazyqq0YdMLV9eDrjOaBojrOf3Sja85X4hs1zopxm13h62OnfiasK81t9k4H/KxE/wSBelKc9cZ3543GZnd0utdoIyn9DTQBbl86Dr1O8IOl41wdLgOJ1t7rXtFMiw1FrxMedQ606rWt3UF2WQP5VVbGemn/F0Iwf1wUW05UuYIdX2lsbWfd0YFLgg8k2uc+IsRz66wnzp0cT0NrO9/kdL9OtLbZ+84aj92hYHcozB/Xc6AZazExOSnM9XpHnZZumj7E4vQYHjh/Ip8eLOPRL4+hKAqvb9Puj2qCOb/aSrtDcd2L+sKW3CrO+ecGXt+ez21LU1lz23yP1W3J6Y8MNCXdSIkM5ot7lnL+lAQ+cWbF+suOk9XMGhPp9Ya4MC2arEQL184dRWJ4EBdNTeQ/m07yvee3uVoXtUOje6AZEaIq4WUmWHy62QbodVwyPZEvj5RT1Utwp1UKE8ODmDFKna2wmHy/gfjCTYvH0tJu5/cfHOr1sc02O9VNtk7KbckRwbS2q1lydxRF4a2dhUxIsKAT8PKWPDLjzZ1attJiQ1mSEcPLWzrL8Re7zXwOhp/qYLIjr4ai2mYumZ4IqErDgEvh0GZ3+FzN0m7QewtqPWabB4uc8kZCjQav2V+tMlPlzDYX+zijO1J4Z1cRkSGBPlVpNOuE3IomGlvbeXTtMRb/5SueXJ/Dzrwajjm/O/KrrCRHBBERHIgQUNdD6+wT647zhw8Pcbiknptf3MHB4np25dUOzB/3LUFT9Q3QC746curaZ23tDt7eWchPXt/dqcrd0ta5dTY5IoiwoAAOFvceaNraHeRVW/0ONDPizMwZE8mr2/JdwVSps1MkfgACzUlJYWz75Uoum9l7QqYvxJlNCAHhbvdbo0FPanQIR7p4htraHWw4WsGMUWrHwGcHy2h3KF4rmgALxkVRa23z2X9U493dRdzwwnbecbboDidqnJ+5iF46MdxZmBZNqNHAsxtzKezS3bS7oIaUyCBWZMYSazYSqNcxc7TnrjB31FlaNQF5wpmE05JyADcuHMNlM5L55xfHeOjTo657nSb+V+YcnfFlLKErLW3qeebqp7dg0Ane+sF87j93Qo+OAJLTGxloSjwSaNCRGWempc1Ba3v/REfKG1o4WWXtZLrelUlJYXz048Wudp2/XTGV312UxZ6CWs755wb+/L/DLg9J90AT4P8umczPzxnv83qumJVCu0PhjR09t0S6lNLCTFw2I5kv713msf21P2TEmbljeRr/3VvMh/uKe15PXYfirIb2z11vUNtOVJNfbeWWxWNd9hBLPBzcv79gDOUNrXx8oCOhoB2GAg26Qa9o7s6v8ds4vSfe3V1IcKCes7Pigc5VwSnJahWjzMe506OlDQgBre0Onw6kA4UmBOQtceLeAihEd2Xk4cDOvJo+tUzWWdv4/HAZF01N9KlNPSUyGINO8MqWPJY89BUPf57N/HFR/OOqqQCUOw9MRbXNJEcEo9MJwoICXAfCriiKwlPrc3nu6xOc+8hGV3JLu/YkvlHTpL5vy8fH8tUpqD7VNbfx73U5LH7oS+59cy/v7Slmm5uqdnObvct1I5iUZGG/DxXN/Oom7A7Fq+JsT1w7bxR5VVa+dip9ap/H2H6IAbkTFTp4rYhnTIzjshnJnQTsQG2f7do6u/1kNQ2t7dy6JBWjQee6l6X2EGhqlTl//TQrnfek3/z34CkXtekNrdXUn0DTaNBzx/I0tuZWs/Sv67jr9d2u+83u/FqmpUSg0wluWzqO6xeM9ilgS4sNpbKxlTprGycqm4gKCex0dhFC8KdLJjEtJZx/r8shOFDPzNERLk9vLcGc64O3uTu782s479GNPP/NCa6fP5r/3bWYmR4EICXfLmSgKfGK9sVU39y/QGDbCfWGP8vLfKYnDHod1y8Yw1f3LePSGUk8tSGXK5/arK6rS6C5ckKcX19mGXFmFqZF8Z9NJ3qsVBXXNRMdGogpQI9OJ1y+lwPN7cvGkRlv5kev7uaSJ77hg73FHgVe3CusGt5M69/aWUio0cA5k+K5fVkaSeFBXDglsdtrLs2IYWx0CC84lQIBSpyHoaxEy6CKAR0preeSJza52nr7S0ubnQ/3lXB2VjzBgapYQojRQLLT3Pqiqerf76tlS3ZZA8ucwfnOU9g+25O1CXS0zgYF6FmUFj3sKpq1VhtXPLmpT4qjHx8owdbu4DIf2mZB7VAYGx3CnoJashItvHfHQp7+3iwWO1vEtaRJSV2zq7U+PCjAa+tseUMrdc1t3LBgjPq9c90sokMDXa8j8Y3aZhtmo4EzJ8ZR3tDKwQEUFnGnoNrK7z44yII/r+UvnxwhPdbM365Qkwxlbv6EVpvddd1oTEoK42hpQ6/dCi5rEz8rmqCOoUSFBLquBU1kbSAqmoPNmRPjXO+lO5nxZgprmjslkr48Uk6gQceSjBgyEyyu96ynimZCWBBjo0P89tOsa27DaNAhgJ+/vc+v5w42WutspBd7E2/cvmwcG362nO8vGMMXh8o4/9GvufKpzZTUtTDdKRx006KxPHD+RJ9eT0uwHq9oILfC86ysKUDPU9fNJDkiiKtnj2JsdIjr3ljuqmj61jrb2m7nr5+q4wotNjurb57L71ZNct2HJd9uZKAp8YoW0PXX3PyVLXnEWYxMchpl+0N0qJGHLp/KOz9c4PLbHAiJ7FuXjKOsvpX393hvvynqMg85WBgNet6+fQG/uyiLmiYbd762myUPfcW/1+V0UsfUAopENy+qUZHBBOp1HHObIWtqbeej/SWcPzmB4EADY6ND+OYXK5ic3P391+kE188fze78WvYUqO2BpXXNznk2y6C2zr60WT189WcOxJ2vjpTT0NLuquBqZMSZCQnUsyJTFUko68UgG6CysZXKRhuL0mNIiQxyiVkNNk2t7ZTUtbgSCJ4wGnToBKyYEEtabChFNZ5ndIeKo6UNOBTIq/K/2nCopB6zycCkJN+tGv5x1TTe+sF8Xr5prsuKKDI4kAC9oKyhlTa7qh6tBZphwYFeVWeztXmmrDgevnIai9KjSQgLolgGmn5Ra20jPCSAZePVa26g22f3FNRyx6u7WPrXr3h5cx5nZ8Xzvx8v5pWb53LxtER0ouOwDKrqbFBA50PvpMQw2uyKa8+9oX0/efNz7QmjQc8Vs1L44nAZJXXNlNa3EKAXfgciwwlNdM99TvNAUR2TEi0EBxqY6LRZsZgMvf6d88dFse1EtV9+q7VWVUzpzpVpbMqpGrD7x0CgjWWE96HzKTE8iF9dMJFN96/k5+dkupR953hR6u8JV6BZ3qiq/3oJ+OMsJr66bxm/On8CsWYjlY2tOByK675/woeK5qHielY9/g3/+iqHy2cm88ndS1iYFu33miWnLzLQlHhFm0fsT6C5M6+aLbnV3LI4lQA/rUHcmTEqgvfvWMTae5e6hHn6w5L0aDLjzTyzMderxH1RjbVTm+pgEmI0cP2CMXx57zKeu34WqTEh/OWTI8z781oeeHc/x8sbKK5tRic6C0kYnBWdHDcLjo8PlGK12bl8lm9VoctmJhNqNPDippOA6qEZZzERbzFRa23rd+u0J+qa23jXOWPTl4DEE+/sLiLGbOx2k7v7jAz+cdU0V9LAl+BZEwLKjDcza3QkO/JqTkkwpyUTeqqeCyH42xVT+dnZ40kKD6LJZu9314E7nx8qY/nf1lHf0rfrXpuLLOlDu2lJXQsJYSa/xE0mJYUxq0tbvk4niDWbKKtvcQpAQYJz/yOCA7zO6WqH5/FxHVZJCWEmSmXrbK8cLql3WTHUWm2EBwUSYzYyNTmML4/2P9B07j27FwAAIABJREFUOBQ+P1TGlU9u5uJ/fcOG7ApuWZLKxp8v5+GrprnuCwa9juhQo6t6CM7W2cDO9x8t8dlbW3xOeRPxFhOhPVhK9MS1c0ehAK9tK6C8vpVYs3+f7+FGh/JsR5X6RGWTKxDX9mFsTGivf+eCcVE0trb71MKsUWNtIzw4gIunJSEEvL+n55GTU0m11YZBJ/r8WQE1wX/7snF8/fMVfPqTJX1K0CdHBBNo0LGnoI7yhlavokygdoXodIIYs5F2h0JhTTNWmx2jQUdelRW7F7GmdruDx788xqp/fU1Vk43nrp/FQ5dPHXAdC8nIRwaaEq9YgrTW2b4Hmk98lUNEcADXzBnV+4N7Qa8TfWpf8oQQgtuXjSO7rJGZf/icH726i4/2lbi8peqa27opvJ4KdDrByglxrL55Hp/8ZDGrpibx5s5Cznh4A//ZdJI4i6lbwJ4WF+o63AO8tbOAMVHBzPJBNADAbArg8pnJfLivmPL6FkpqVZ83TYymq9CQL7S22/nH59leW2/f2llIc5udzHjzgASaNU021h0tZ9XUxG4WBJOTwzgrKx5TgB6LydCp0uENbQYpI87MzNERVDa2DlhA3BNFtd3boz1x6YxkRkeFdMzo1g7M2upb2njg3f2cqGziQGHf5lKPOStEfWnpVT0GB+aai7UYKatvcVn1xHdqnfX8mT5W1khUSGCn2beEMJPLcFzinQfe3c+v3zsAdAQDAMszY9lTUOtRfG37yepeZ3lb2uys3prHGQ+v55aXdlBU28yvL5jI5vtXcv+5E0jw8HmJs5hcVka2dgftDqXTjCbA6MhgQo0GDhT13NabU9HYp/lMjZTIYJZmxPD6tnyKapr77aE51CRHBBFqNLiSMg0tbZQ3tLq6MLKcgWZP85kaM0ap96gDfrRW1zotzmItJhaMi+L9PUUDkgR8dmMuP3h5Z79eo9ZqIyIkcEASCYEGnSuo9xe9TpAaHeLyxfRlL2LN6ufygDPxMnN0BDa7o5v+A6iV0sv+vYm/fZbN2VnxfPaTJaycENentUpOf2SgKfFKf1tnd+XXsPZIOd9fOLZHg+GhYtW0JF65aS4XTUtiS24Vd7y6i+l/+Jzvv7CN5X9bR0u7nYVpPUuJDyaZ8Rb+cvkUNv9iBfeemYEpQO8StHEnLSaU/GorLW128qusbMmt5vKZyX7d7G5YMIZ2h8LqrfmUOg3FNcEKXwKzrjz39QkeWXuMj/Z1N6Jutzt4cdNJZo2O4OyseIrrmvtdNf1wfwltdoVLZiT1+Dj3A2hPZJc1EBWiVmQWp6sV0rWnQD1TC4p8TXBojyseoEDo4c+yXYIQvnoMdkUzCu9LcFZS10L8AAmlxJnVvdbmK10zmsGB3iuaZQ0upWKNhPAgGlrbXcJAEs/kVVkpdM6R1zW3ubwEV2TGoiiwPruzd3FdcxtXPbWZZzfmeny9ysZW/vF5Ngse/JIH3j1AqMnAY9dMZ/1Pl3HTorE9Vo3U61zd92Znx0pQl3kxnU6QldizIJCiqBYP7oqdfeG7c0dT3tDK9rxql23ISEUIQUZcqOv7QWuv1N6jzHh1VCHLh86jWLOxW5tzb9RZbS6xnVXTksirsrr8H/vDthPVrM+u6FfQWtPURsQACwb2lbTYUFf3zlgfPr8xzsSyZvkzz+nX6S4I5HAoPLsxl/Mf3UhetZXHrpnO49+Z0ckCRyLpigw0JV7pT6DZ1NrOPWv2kBhm4oaFYwZ4ZQPHovRo/nzpZLb+8gzW3DqPa+eOIqeiiQkJZj68cxErMoc+SxcVauTOlelsuX8lT353Zrffp8eFoihq5v3tXYUIAZf4KKaiMSY6hOXjY1m9NY+SumYSw0zEhKoHc3+VZ8vqW3j8y+OA5/nL9/YUk19t5dYlqYyOCkZRoKC6f62J7+0uYnyc2TUf5I1Yi9EngSP3gGN0VAiZ8WY+HSCrn55wtUf7aGyd5BQ6KvKQdfaXDdkVvLT5JNfNG01kSGA3r7zVW/Ncc7w9caxcVettaG33q/1WNbNvHbCKZnyYyVnRdKpHW9TXDQ8OoKGlvdtcmKIoHCtrICOu86FMC1ClIJB3mlrbqWqyUd7QQrvdQY3V5jpwT0oMIzrUyJddEjWFNVYcSnehrZyKRu5/Zz8LHvySR9YeY8aocNbcOo/371jIhVMTu6mgeiLOWc0GXKMRXSuaoLbPHi6p9zojWNHYSkNLO+N6aD30heWZsSSGmVCUgfHQHGoyEywcLW1AUZSOQNP5HgUHGlh77zK+N39Mr69j0OuIMRv9urZqmzuq5edMiifQoHN5CveHGquN5jY79S1qhd1qa/faNuqNarcgeKjR5jSFgNFRvQsZah1MWuJFUwXWLE7yq6xc/cwW/vjRYRalRfPZ3Uu4cGp3gUGJpCsy0JR4JawfrbN//OgwedVW/n7ltBHRs6/XCeamRvGbC7PY8LPlrL55nsvUe7ig0wmPVcr0WDUgOlamBpoLx0X3abb0hgVjqGy00dLmID4sqKOi2dDK0dKGHqXkFUWhrL6F9dkV/OLtfbTbFZIjgsgp7ywm0G538NiXx5iYYOHMiXGMjlIPJ/nV/vt1ub/mvsJalmXG9FrF1apcPVHZqKpkus8Cn5UVz/aT1VT24r3alWc25PKyH+qrRbXNxFlMPh2mAaJCAjEadP0WqzlQVMftr+wkI87MT88ez/g4M0fcRFL2F9bxwLsHuPnF7T36z1Y32ahstDElWRXl8aeqWe6cpRwoRc5Yi5GGlnZyKpoIDtRjCVIrWuFeEmhFtc002exkdGlXc1WNZaDplQJnosOhqMqqdc1trvdZpxMsHx/DhuyKTgGdVv3cW1CLw6FQ0dDKzS9uZ+Xf1/P2rkIum5HMF/cs5dnrZzM3NcqvDo04i4ka53y51aZVNLtfU5OSLLS2O7qpdmto31/jYvtX0dTrhGt8ZCQozvZGZryZuuY2SutbyKloQtclmIkPM/lkTwTO6rOPyUy7Q+n02bKYAliZGcuH+0r8EhTyRLXTmqSsvgW7Q2HJQ+s6qbH7Qu0wCjS1MaOk8CCfLFG0iqamED0+3kxYUAA5FY2s3prHOY9s4HBxPX+9fArPXj/L1WorkfSGDDQlXgk06AgK0Ptd0fziUBmvbcvn1sWprqyYZPAYEx2MTqjqvoU1zVzhowhQVxanR7uyoAlhJqJCVHP74+WNXP7vTZz7yEa+OFRGQ0sbO/OqWb01j//3/gGuemoz0//wOXP/by3XP7+Nr45WcNcZ6cxLjeJ4l4rme3uKyauy8pMz0hFCuA4nJyut7Myr5tpnt7A73z+F16LaZtrsik/zuzEWo1Mcxnum+tmNJ2izO7h2bsdc8TlZ8SiK+tn2lYJqKw9+coSHPj5Cs8231uASP+eChRAkhQe5rG/6QkG1lRte2E54cCAv3jgHsymA8fFmjpU1uIzmn1h3nFCjgfrmdn713gGv7582n6nZwvjjP9m1xbW/xDkPQnsLaol3ExjSWjq7Wpwcc7b8dm2d1QKDoRIE2plXzZ8/Pjwk/21fyXebX84ua0BROt5nUNtn61vaO1Uvtc9sfUs7uZVNPL0hh/XZFdy1Mp1Nv1jBny+d3MkH1x+0PSuvb3Vdex4rms5k4gEv7bNaR8ZAaANcNSeF1JgQpo/y3eZruKIlkrbmVpNb0UhyRDBGQ+/BjCfiLCbKfEziNLS0oSiqcrTGqmmJVDa2+m2T0hXNW7e0roWy+hYqG1td/qe+Ut3URkTI8Eisa9dOTxYz7oQYDYQE6qlushEUoMdsVBXr12wv4IF3DzB9VDif3L2EK2aljGgxK8mpZ/gNzkmGFWFBAX4FmhUNrfz87X1MSLBwz1kZg7gyiYbRoGdMVAg78mowGw2cNTG+T68jhOCGBWP41XsHGBUZjEGvIyokkFe35mOzO8iIC+Xml3Z0ek5IoJ6MeDPnTopnfJyZ8fEWMuPNRIQE8uT6HN7aWUidU7yhazUT1IpcqNFAfrWVnXk1fHO8ii25m7lyVgoTEsykRASTEhlMckTnrOzJyiYOFNdxwZREV2uPL4IHcWYTNruDWmubx7mSWquNlzef5IIpiZ3sDCYkmEmJDOLTg6Vc7aOw1RPrcnAoCg2t7fxvfwmXzew9AVBc1+w6xPlKYniQS0TIX6qbbFz//Dba7A5ev3Wuq60vM96M1WanoMZKm93BJwdLuWNZGiFGA3/55Ajv7ynm4und52GznaJUS8fH8MjaY34JAmmtjgPVWqiJrhwta2BeaocqreYP3HVO86gzSM6I7RJohpkQYuDmYP3lia9yWHuknOvmjSY5YnC8fPtLgVui43CJ+j66WzwsSo8mQC/48mg5c52zX+6f2d35NfxvfymL02O4+8z+3zc6ujFaAPVQ3HVGE1TLkqAAPfuL6jpdnxUNrZhNBnIqGgkO1A9IFTLWbOLLe5f1+3WGA1OSwog1G/n0YCn51VafgxlPxFmMbD9Z7dNjtWvWfQ5y2fhYzCYD7+8pZokzweUvdofisjwqrW/B6KzG7iusQ1EUnwIrRVGGVUVzbHSI3wKKsRYTJyqbiLMYEUIwLSWco6UN/PLCTK6dOxqdTgaYEv+RgaakRyxBBp8DTUVR+MXb+2hobee1q6f1OcMp8Z+02FByK5u4YGpCN2Nyf/jOnFGkx4a6hBxizCYqG+s5f3ICf79yKs9syEUIXAFlUniQ15tPmvMGl1PRqNrTOKuZT18303XjFkIwKjKYI6X17C2o4+JpiQTodby7u5DXtnVuhUqOCOKfV01jxqgI7nxtNweL61g+PtYlVuDLYUc7gBbVNvPhvmIqG23YHQrtDgW7w8HRskaabHbuWD6u0/OEEJyTFc9/Np0kt6KxV0+94tpm3tpZwHfmjOKb45Ws2VHQa6DpcCiU1LZwziT/DrVJ4UG92kesz67g4c+z+dd3pruClWabnZte3E5hbTOrb55LmluA1WFh0MCnB0oxGfR8f+EYwoMD+eJwGb9+/wBzUyO7KX4eK2vAbDQwJSkMg0741TpbMtAVTede2x0K8ZaOdWoHwVqrjZyKRjZmV/D18Uo25VSREGZyBaIaAXodMaH+zZENFE2t7Wx0VlW2n6wevoFmtZUAvaDNrnDIaXHifuA2mwKYPSaSr46Uc/+5EwB1RjM1JoSK+lZe2ZJHUW0zPzkjfUDWE+eqQre6Al5PFU29TjAx0dLJ4qTd7uD8RzeSHheKQJAaEyIP2F3Q6QRnTozjHadFVV+8HjU0G62WNnuvLZ5aF4J7EsMUoOe8SQl8tL+EP7VN8qlNtCv1zW1o45hldS3onfen6iYbhTXNPdpNaTS2ttPuUIZNoGkK0PPM92a6fE99ISbUyInKJldb7C/OzeTeszIwj4DxJ8nwRQaakh7xp6L56rZ81h4p5/9dMLFb+5lkcEmPC+WzQ2VcPjOlX6+jc86qasSajRwphbvOSMcUoOfOlb4fBMe5mUZPSQrrVs3UGBMdzP/2q0I7V8xKYWFaNA9dPoWKxlYKqq3kV1spqG7mjR0F3PX6Hm5ZPNYlWHCwuJ4TlY2EBQX4ZIKuHUB/+e5+9jmVCvU6gV4nMOgEeiG4Zk6Kx5vzLYtTWbO9gJ+9tY81t83vZqPizjMbc1EUuH3ZOBLDg/jrp0d7NM4GqGqyYbM7SPRTDCcxPIiKhlZa2+0ekzubc6q49aUdtLY7+GBvCbcvG0e73cGdr+1mT0Et/752BrO7+FBq1++7u4r49FApty5OdVl+/P2KqZz7yEZ+9tY+XrpxTqdsf3ZZA2lxoRj0OuIsJr8rmoEGXZ/Mzj0R61aFcg9etfmuO1/b7ZrfGx0VzCXTk7jUi2pxQpipWxvwppxK/vn5Ma6Zm8Il0/vWrt4bG7IrsLWrCZdtJ6oH7b/TXwqqrYxzql9rXppdA/YVmbH88aPDFNZYSY4Ipqi2mZSIYBLDgvj6eCUGZ/AyEGgVSO0zBZ4DTYBJiRbe3FmIw6Gg0wm2naimvKHVpdi5apoUPPHE2VnxrN6aD9Br4q0nYt3anEf1IlpT46w6hgV1/q5fNS2RNTsK+OJwGRdM8X+/qq0ddkel9S3Y3UYD9hbW+hRo1jQ5q63DSIHVXzHDGGdyTkvImgL0fQrcJRJ35IympEd8DTRzKxr544eHWZwezQ0Lxgz+wiSduGbOKH5z4URmjPKv7bI3rp07igfOm9CnxEFKRBCBeh05FY28v6eYk26zme6MilSDr4jgAOY6M+NCCGLNJmaOjuSS6cn8eGU6j39nBqX1Lfz2g0MuFch9hbWuAM6X9iZtbm9fYR03LBjDiT+fR87/nUf2H8/l0O/PYf/vzubPl07x+NxYi4nfXJjFjrwaXtx00ut/o665jTXbC7hwaiLJEcFcPjMZnYA3dhT0uLZiHz00u6KpPV77zFb+u7fYFZiAOnt204vbGRUZTFpsKF84fdX+8UU2Xxwu47cXZnHOpIRurxliNJASGcQnB0uJCA7kh8vTXL8bEx3CA+dPYOOxSl5xEzqy2trZV1jnmntLDO8enPVESV0LCWEDZ2ZvNhoIdlb3E8Ldgs5wE/NTo1iSHsOfLpnEhp8uZ/1Pl/OnSyYzc7TnykxCWJCrollS18yPXt3Fd57ZyraT1Xywt7uFz0Dx2aEyIkMCWZoRw9YTvrUXDgX51VZGRQaTEGbipLPDoGtlZ3lmLABfOdVni2qaSY4IYlqK+p01f1xUp7nO/hAeHECgXkdZQ4ubvYnnA3NWUhhWm50TVeq6PzlYiilAx/mT1etioLybTzfmpUZhNqm1Cl/GFrzhSgr4oAZe56F1FmBuahRxFiPv7ynu0xpqmjoCzbL6FgprmokODSTQoGOvD0rb0BEEDxd7k74Q40wmSqEfyUAiA01Jj1iCVCuAnmizO7h7zR6MATr+dsVU2WY0BCRHBPP9hWMHfEj/rKx4bl6c2qfnGvQ6xkaHcLS0wWs1E2CMM4t95sS4HtVWp6WEc8+ZGeh1gj9fOoWEMBP7i+rIrWjy+aATa1F92yYlWbj/vEy/369LZySxfHwMD316xHWg7sqa7flYbXZuWjQWUKuoy8fH8vbOwh6VETsCTf9u8udPTuBX50+gvKGVH7+2m4V/+ZKHPzvKvsJabnlpB+FBAay+eS4XTElgV34Nx8sbeeGbk1w0NZHre0gKjY9Tq7p3n5HuUqDWuHbuKJZkxPB//+t4H9YeLsdqs3Oe84CeEBbk11xjWV3LgFo/CCFcr+de0TQa9Lx26zyevG4m184d3WsVBdTgtLi2mSfWHWfF39bz+aEy7lqZzrmT4jnkh9m8P7TZHaw9XMbKzFjmj4sit6LJb9XjU4GiKBTUaIFmkKsFMbzLZyY1OoTRUcF8eaScptZ2aqxtJEUEMd2ZHDvXQ8KjrwghiLUYKatrocXWc6A5OalDEMjhUPjsYBlLM2J46PIpXD07hXMn9W3m/XQn0KBjpTN5kNoP+5eONufevyu0OcquCQm9TnDhlETWHS13PcYfNMXZ6FAjpfUtFFRbGRMVwsQEi88endqMuS+dNcMVrZI50r1eJcMLGWhKesSXiuZja4+xt7CO/7tk8mnhESYZOMbFhrA+u4KTVVbu8lDNBJjg9L68aKrntkV37liexvYHzmDO2EimJIex7UQ1JXUtPotRqHMrs3j+htl9miEWQg1yA/Q6fvb2Ppcqq0ab3cF/vjnJ/NQoJiV12ONcNTuF8oZW1h2t6PqSLjRxFH+taXQ6wc2LU1l33zJe+P5sJieF8dhXx7no8W+oa27j2etnE2sxccaEOBQF7li9C6vNzg+7zKF25YIpCazMjHXZMrgjhOChy6YQoBfc88Ye2u0OPthbTJzF6JrXSgxXq4Bd36OubM6pwtbuoKS+ecDmMzU0bzj3Gc2+kBBmoslm56FPjrI4PZov7lnK3WdmMGNUBKX1LT1avvSVrbnV1Le0c1ZWvOs93T4Mq5oVja20tDlIcVY0QfXus3QJNIUQLB8fy6acKpeaa1J4EEszYnjw0slcNrP3698f4i2qlZHVpiZKvbXOpsWGEmjQcaCojr2FtZTWt3DOpHhCjAYevGwK6XIMxCu3L0vjR8vT+iWWpAU1WqDWE9qMpsXUferr4ulJtNkVPj7Q3e+4td3eo/K3JjI0IcFMaV2ray5zanIYB4rqfPLT3F1QS4Be+DUTOdzQKpmxMtCUDCAy0JT0SFhQgDrk7qUSszOvmse/Os5lM5JdlQyJRCMtJhRFgYkJFs7yMn81NSWcjT9bzqL0aJ9eU8sYT0kOdwnI+DMjtHJCXL9ag+LDTPz6/IlsO1HNK1s7Wkd359dwx+pdFNe1cPPisZ2eszwzluhQI2s8tM9+dbSct3YWUlLXQlCAvlv10FdUv8JYnr9hNuvvW86PV6Tx7PdmufxAsxItJISZOFrWwPLxMb0eiC6ensRzN8z2WmWODzPxx0smsyu/lt99cIh1Rys4f3Kia3Y1MVxV+K1q8l5hOFJazzXPbOHRtccoq2sdcI9BTXm2vwHs8vGxLM2I4T/fn83T35vlmtnS3ltNaRXg3+tyOO+Rja4Ap698dqiUoAA9i9OjmZQYhilANyzbZwuq1QRJSmQQCc4kicUU4HGGeUVmLK3tDt7aWQionRgGvY6r54wacPE41Z+xheY29d4V7KWiGaDXMSHezJbcap7deAKDTvg92/ZtZXy8mfvOHt+vTpqwoACMBp1vgaa1DYvJ4PE7KSvRQmpMCO/tLur2u7vX7OGCx7xfk9qM5sQEC5WNrZTUqW3dU1PCsdrsPnUt7DhZTVZiWL/E+IYaLck5XEXHJCMTGWhKekQ79NZ7aJ9tbG3n7jV7SQwP4rcXTTzVS5OMAMY7gxlv1UwNX8QWujLZrWLYH3n9vnDFrGSWZMTw4MdHKKi28tbOQi55YhObc6u4c0Uay8fHdnp8gF7HZTOT+PJIudNyQaXO2sZdr+3mvjf38tG+EhLDB2ZGcVRUMPecNZ4FaR3BuxCCMyaoB+jblvZczfSVi6Ymcs2cFF7ekofN7uDCqR3JJk3UKL/ac4sx4PJVfHpjLja7wxUYDhTjYkKJDg3st8BQepyZF2+cw7Iu+6pV4w+VqO11/9tfwl8+OcKhknre2923eTFQ21E/O1jGkoxoTAF6Ag06pqdEdPKhHC4UVKsemqPcKpre3u+5qZEEB+pdaqXJEf2rNPeE1jqrzWhqlhWemJwcxv6iOj7aX8LlM5P7nOyR+I/W4l5W33tXQK3V5nWOVwjBxdOS2Hqimrd2FrLf2fLaZnew/mgFORVN/OXjIx6fW9Nkw2jQue4jDkX9bM5NjcJo0HH105t5bO0xr1XR1nY7ewvrmD1mZHukzkuN5JWb5jJr9Mj+OyTDCxloSnrE4pS19tQ++/sPDlJYY+UfV02T8tcSj5ydFcebP5jvtZrZH9wDzTHRpzYDK4TgwUsnoxOC217eyS/f2c+CcVFsuX8l95413uOc8pWzUrA7FN7e2ZFx//f6HBpa28mMN1Na3+K3EJC/3L5sHA9eOtklujQQ/ObCLDLjzYyNDnEJu4B6eA8J1PPTN/d5nb/anV9LSKDe1TEx0BXN25am8vFdSwbNYDwyJJCEMBOHiuvJqWjk3jf2Mn1UOBMSLPxn0wkUpfeWO0/sK6yjtL6Fs7M65gMnJ4dxtKyhxznfoUALNJMj3ANNz8GA0aBnYVo0ja3tBDptYwaLpPAgmmx2Nh6rIChA3+Nn4Mcr03nsmuls/NlyHrzMsxiYZPCIt5go9bF1tqek0SXTkwg06Ljvzb1c+PjX7CusZW9BLU02O5nxZl7cnMfGY93HF6qbbESGBBLnluhKiQgmKTyIj+9azKL0aP7+eTbL/vYVb+wo6NZKe6CoDlu7g1ljBu57dSgQQrAoPXrQvi8l305koCnpES2z2zXQ/ORAKW/sKOT2ZeO6WSNIJBoGvY7ZYyIH5cYVERJISmQQiWEmgj2YsQ82ieFB/PK8CRwqqScuzMi/vjODEKP3dYyLCWX2mAje3FGAoiiU1rXwwjcnuHhaEi/fNJeUyCCyEsO8Pn+g1nz1nFEDuh+mAD1v/mA+b9w2v9PrxllMvHTTHMobWrnq6c2uGVR39hTUMi81iktnqLYdcQNc0TQa9MSYB3feaGKChUMl9fz9s6PodYKnvjuTGxeOIbuskc05VR6fU9fcxs48722wnx0qRa8TrMjsqKBmxpuxtTs44UWEaqgoqLESYzZiCtC7fFW7CgG5o/1NCeGmQRWOu3xmMhMTLOzOr/XaNqsRazZx4dTEPnVWSPpPrMVIuYdAs87pr6lRY23rsdqcEhnMrl+fyUc/XkSgQcc7u4rYlFOFEPCf788hNSaE37x/kLYuyZoaq42I4MBOiS6tfTQ1JpSnrpvFG7fNJz4siJ+9tY/zH93IhuyOgHX7SbXTYKasBEok3ZCBpqRHNC+0erdAs7y+hfvf2cfkpDDuWpkxVEuTSLh69igu8eJ9eCq4Zk4Kf7h4Ei/fONcn/7QrZ6WQW9nE9pM1/OHDQzgUhXvOzCDGbGTtPcv4+TnjT8GqBx6zKcBjQDdzdCQv3zSH6iYbVz212VX9AjXYOl7eyLSUcH5+TiZ3rkjrVKUeKUxMtHCsvJH/7S/lxoVjiLWoQUtUSCAPvHeAP3x4iNe35bMzr5q65jZyKhpZ9fjXXPZvz8E3wGcHy5g7NrJTZVBr0z1c2uDxOUNFUW2zqwVWs5HpyeJBaysfzLZZUKuqr94yl6nJYZ08VSXDD024SVEUHA6Fjccq+MHLO5nxx8/59XsHXI+rcwaEPRFqNJCVGMaZE+L4YG8xG7IrmJhgIT7MxC/PnUBuZROvb8vv9BytoqkFmjrR2RIJYM7YSN774QIeu2Y6TbZ2vvf8Nq57biuHS+rZcbKG1OgQogexQi+RjFROfRlAMqLoWtFUFIWfvrWP5jY7/7hqmssMWyIZCu5w83ccCoQQXDeSytv5AAAVsElEQVRvtM+PP39KAr/74BD3vbmX/GorPztnvKuKcrpeS9NHRbD65rlc99w2rn56C6/eMpfRUSHsK6x1/T7GbOTes0ZmkD0xwYKiqEqYNzmtgEwBev5w8SSeWHec1VvzaGnrqKDodQKDs5J3pKS+m8pwbkUjx8obuXZuZ7XfcTGhBOgFh0vquWiqakpvdyjsyq9hekp4j9ZAg0lRTbNLYdliCiA61OgSBfJEfJiJc7LimZoysJ6/nggPDuTt2xe45jQlw5M4i4nmNjuPfXmcd3YVcrLKSmRIIGOigvn8cBl2h4JeJ3ptnXXn4ulJfLS/hKomG7cuUa/LlRNimZcayT+/OMbF05NcIz811jYSw4NU/1WD2tId4OF6EkJw4dREzsqK4+XNeTz25XHOe3QjBp3gkulDl/CUSIYzp+fJRjJgdA00X96Sx/rsCh44bwJpsdLIWiLxh+BAAxdOTSC/2sq81EhuWzIwojzDnSnJ4ay+eS5WWztXPbWF3IpGdufXIgRMSRl5VUx3JieHoRNw65LUTm19501O4MM7F3Pod+ew8WfLef6GWdx/biY3LhzDuz9cCEB2WWO31/vsUBkAZ2Z19m8MNOgYFxPKkRJVAVNRFP7f+we44snNfOeZrd3mYFvb7Vz77Bb+882JTj93OJR+K+K6v1ZxbQtJbtXJd3+4oNcE0JPXzeT2Zafms2/Q66SGwDBHEwF7+PNsYs0mHrl6GpvvX8FdZ2RQa21jX2EtDodCXXNbj23Z7izNiHEFpQvGRQFqoPjAeROparLx5Poc12O1iqYQgniLqdPn2RNGg56bF6ey/qfLuGnhWAQdQmsSiaQzsqIp6RH3QPN4eQN/+ugwy8bH8F0/qjgSiaSDW5eMo9baxv+7cKJHC4jTlUlJYbx6yzyufXYrq/71DVEhgaTFhLoEx0YqyRHBfHb3ElKjPSfedDpBSmQwKZHBnWwz4i0mjpV1b4P97GApk5IsHv1UJyRY2JKrzn3+84tjrN6az1kT4/j6eCXnPbqRh6+c6lLGfWN7Ad8cr+Kb41XEhwVxziQ1cH3482yeXJ/DmRPjuGp2CovTY7x+Dv/26VG2naxmza3zPM71VjS2YrM7OtkhyDlHib+cMSGOB86bwJKMGMbHd/iWLk6LRidg3dEKxkaHoCjehaa6EmjQsWpqImt2FLh8aEFNDK2alsizG0/w3XmjiQk1Utfc5mrJ/fHKdJ9Vh8ODA/nVBRN54PwJUkBHIvGCrGhKekST1q9qtHHX63sIMRp46PIp8ktVIukjY6ND+Pd3Z7qEU75NTEiw8P4dCxkfZ+ZklZXpowa/ffJUkBZr9lvYJj0ulOzyzoFmeX0LuwtqOXtivMfnZMabKalr4YtDZTyy9hiXzUjmqetm8t8fLSLWbOSGF7bz4MdHsNraeWJdDtNHhTMtJZy71+whu6yB1nY7q7fmMSoymK0nqrnhhe0seegr/vlFtsd50bVHytl2opr12d2VOgEKa5yKs4Osliw5vQkK1HPLktROQSaogm9TU8JZn11BrVXtqvLHqujn52by4Z2Lu4nF3XfWeBQF/v5ZNrXObi3Nn/nymcmc6adKujwPSSTe8SnQFELECSE2DvZiJMMTiymA17blc7C4ngcvndwvs3uJRPLtJiUymDW3zefhK6dy54r0oV7OkDE+zsyxssZOVglfHC5HUeCsLM+BpiYIdO+be4m3mPjDxVkIIUiLDeW9OxZyzZxRPLk+hxV/W09JXQt3n5HB09+biTFAx+8/OMSnB8uosbbx24uy2HL/Sp64dgapMSE8svYYi/7yZac225Y2u6vi+tT6XI/rKaxRg9PeWg0lkr6yNCOGvYW1vOoU8OlNDMid4ECDxxGflMhgblg4hrd3FbLJqQzti5ibRCLxn14DTSFEBPAicGod0SXDhrAgA81tdq6eneL1ACSRSCS+otcJLp2R/K1us8yIM9Pa7uikxPvJwVJGRwWTEee5DTczQa341DW38fNzx3eq1JgC9Pz50sk8es10GlramDU6gsXp0cSaTdy1Mp2vj1fyp48OkRwRxKK0aAINOs6bnMDLN81lw0+XszIzlt9+cIj396g+r9llDbQ7FGaOjmBzbhV7C2q7rUergnpq85VIBoJl42NRFHh6Qy5nTIhlQVrUgLzuHcvSsJgC+MOHhwCI9COAlUgkvuNLRdMOXAXUD/JaJMOUxPAgxkQF8+sLJg71UiQSieS0IN0ZTGaXNVBc28wtL+1gQ3YFF05J9NqKF2s2EWcxMi0lnFVTPatcXjQ1kY0/X8Hz35/tep3vzhtNanQIZfWtXDUrpVubb0pkMI9/ZwbzUiO59429HC9v4GCxesv//aoszCYDf/rfYWztnf0HC2uaiQgO6NE/ViLpD5OTwrhx4VgeuXoaz3xvFkZDz56ovhIWHMCdK9KoaGgFICJkZM+KSyTDlV4DTUVR6hVFqfP2eyHErUKIHUKIHRUVnuc4JCObf141jXd/uFAeJiQSiWSASI9Tq5M782q44snNfH2skl+cm8ldZ/TcTvzKTXN59vpZPc6ERoYEdhJZCtDr+O1FWYyNDuGq2Sken2MK0PPYNTNQgHd3F3GgqA6zycDEBAu/uyiLbSeq+dV7+1GUjlbfoppm2TYrGVT0OsH/u3Aiq6YlDfgs5HXzR5MSqX5+I2XrrEQyKPQ7clAU5WngaYBZs2YpvTxcMgKJkibEEolEMqCEGg0khQfxzMZchBC8cdt8Zo6O6PV5WoDqL0syYvjqvmU9PibGbGTBuCg+2FtCRHAAkxLDEEJtcz5ZZeXRtccYHRXisi8prLGSHtu39UgkQ43RoOePF0/m+a9PECPPORLJoCBVZyUSiUQiGQIy4kJxKHDnijSfgsxTwYVTEsmvtrK3sI6sRIvr53efkc6qaYn89dOjfLC3GEVRKKqVFU3JyGZpRgwv3jgHg14ehyWSwUD2QkokEolEMgRcPD0JS1AAP3JWCIcDZ2fF88B7+2mzK0xKCnP9XAjBQ5dPobi2mXvf3IspQE9Lm0MKAUkkEonEKz6ncBRFWTaI65BIJBKJ5FvFqmlJPHL19GFVTQkLDmBpRgwAk5IsnX5nNOh5+rpZJIUHccfqXQAky4qmRCKRSLwwfO5uEolEIpFIhpzblo5j1bRExkZ3t1mJCAnk+RtmE2xU1T9l66xEIpFIvCFbZyUSiUQikbiYPSaS2WMivf5+bHQIz10/m/9sOklarGfPT4lEIpFIZKApkUgkEonEL2aOjhg2AkYSiUQiGZ7I1lmJRCKRSCQSiUQikQwoMtCUSCQSiUQikUgkEsmAIgNNiUQikUgkEolEIpEMKDLQlEgkEolEIpFIJBLJgCIDTYlEIpFIJBKJRCKRDCgy0JRIJBKJRCKRSCQSyYAiA02JRCKRSCQSiUQikQwoMtCUSCQSiUQikUgkEsmAIgNNiUQikUgkEolEIpEMKDLQlEgkEolEIpFIJBLJgCIDTYlEIpFIJBKJRCKRDChCUZSBezEhKoC8AXvBgSUaqBzqRUh8Qu7VyEXu3chF7t3IRu7fyEXu3chF7t3IQe7VwDJaUZSY3h40oIHmcEYIsUNRlFlDvQ5J78i9GrnIvRu5yL0b2cj9G7nIvRu5yL0bOci9Ghpk66xEIpFIJBKJRCKRSAYUGWhKJBKJRCKRSCQSiWRA+TYFmk8P9QIkPiP3auQi927kIvduZCP3b+Qi927kIvdu5CD3agj41sxoSiQSiUQikUgkEonk1PBtqmhKJBKJRCKRSCQSieQUIANNiUQikUgkEolEIpEMKDLQlEgkEolEIpFIJBLJgHJaBppCCDHUa5B4RwgRKISIF0JMHuq1SPqGEGL2UK9B0jeEEOcJIc4c6nVI+oYQImSo1yDpO/J8MnKReze8kWfL4clpE2gKIYKEEH8WQugVqXA03LkYuBNYI4RYMtSLkfiOEGK5EOId4IdCiGDnz+TNdwQghJgnhHgLeBIIcv5M7t0IQQixUAixBnhICDFjqNcj8R0hhFkI8VMhhE6eT0YW8mw5opBny2HIaRNoAvHARcANAEKI0+lvO20QQgQAlwGvA78FLh/SBUn85VfAu4qifB+IBZA33+GPEOIy4AHgMeAeYBLIvRspCCECgVuBF4BdwH1CiKihXZXEDyYAq4ALQCZ4RhjybDkCkGfL4cuIvmCEEGcKIdKd/zoWeBm4VggxSlEUh/wyHz449yoNcABvK4qyH6gFJgohMod2dZKecO5dhvNfXwMWCSF2As8JIW4WQkQO4fIkPSCEOFsIkQB8CKxSFGU9kANUOX8vvyOHMc5rLxWIBuIURflEUZTngEQga2hXJ+kJ575pB+CxwFfAJUKIOJngGd7Is+XIQZ4thz8jMtAUQkQIIb5EzTL9XQgxDTimKMqDwJvAL0Bm64cDXfbqYWAi8Jnz12HAIeAe5x5KhhFd9u5vQogswAi0AIuBHwNTnP+TDCPc9u5C4CnUoET7vh8DTAP5HTlccdu/VcA/Ua87ixDiPiHEIqAANfiUDEOcM9CPAyiK0gZsVBTl18B24MahXJvEO/JsOXKQZ8uRw4gMNIF24ISiKHcCjwBLgXQARVH+DaQ4b8ayzWHocd+rfwJnAFMBFEV5U1GUHwOlwDyQFZZhhvvePQYsQt2rvyqKYlUU5SAQAswcwjVKPKPt3Y9Qr7slqPuHoijvAhFuGXvJ8MN9/x5H3buXAQNqNXM8oID8zhxuCCH0wHIgXgjxQ+ePy5z//wEwVggx1flYuXfDC3m2HDnIs+UIYaReKKOBACFEGGo7SiWQJYQY7fz9k8CfABRFcQzNEiVOtL0KB9YB5cA0IUS6EOICZ8tDBM5Dk8wUDivc924t0AQkoFZWzhdCGFAPvnlDuEaJZ7pedxXAZCFEinPeT0sSSIYn7vv3hfNnCvCcoihvAM8BoSC/M4cTTrEfO/AScDZwuRAiRlEUuxBCKIpSgPpd+mOQezcMkWfLkYM8W44QRkSgKVRca1UU5QDqTfZM58W+E0gCwp2//wh43Pk8mcU4hfSwV2e47VUMEAeMA/4ONALPDsFyJW74sHc7UAWA4oBLgI1AA/DOECxX4oaP110yEK4oig1IGZqVSjzhw/5tB1JRq5mgtkLvP+ULlXTDfe/cgo8qRVEqgE+BXzp/px10PwHeO+ULlXRDni1HDvJsOXIRwzXIF0IsB4IURflfl59fCCwAioAVwF2KohQIIVYDnyqK8tKpX+23mz7s1evAB4qirBZCmBRFaTn1q5ZAn/ZuDerA/RtCCLOiKA2nftUS6PN35FpFUZ6X193Q04f9exX4XFGUF4QQQYqiNJ/6VUugx707FzUJ95yiKFudP/sI+KOiKJudVc3heej6luBsfQ1UFOXLLj+XZ8thRh/2Sp4thyGGoV5AV5wZi0dRBUaKhBCTFEV5SKhCJD9BzVg8pijKWiFEO3C7EGIcauYid8gW/i2kn3uVByC/CIaGfu5dMYAMMoeGfu5dNsjrbijp5/4dA5BB5tDg4949oijKVregcjWq1cJmGWQOHc5Rj0eANKBOCLFYUZTfCXVW/eeo4lrybDkM6OdeybPlMGPYBZpAMOrg/DIgEngXeAhVqW2roijuZfBnUVv5VqEeoDad0pVK5F6NXOTejVzk3o1s5P6NXPzZOwAURXkVePUUrvH/t3d3IZrNcQDHv7/dpVCKvG1eQpPN+6SQkmyrttiUlGWFZFNy42YvhiUvF7tcLCUltURxgbyUC1xoKXKxQoRd3HjZECbbrq3dzc/FObumDNrxzDnzm/P91NSzO2fm+T9955n6z/mf/9H0jgZ2Z+byaG7J9XQ0t35aDWzOzMenHOv7rl+2mkfmxNLZiDgLWJWZd0bE4cCDwBaae71dRHOdw+eZubU9fuGUi+v7fwEDYqu6bFeX7WqzX10zbdfbgLVf2+76zJyIiKOA92l2BN5Gc2/hJzPzhSnHL8j2Ppm+77plq/lrrmwGNEZzM9yzM3M7zdKU32g2rHgYuAJYHhGL4q9d3dxFqh+2qst2ddmuNvvVNaN2mhPGgFURcW5m/gw8QdPsNprdSH+C/Us192/m5PuuF7aap3qZaEbESRGxsj0VDs1ylJeBuwAy83OaG66+nplfAt8Bp2Xm3nRL6U7Zqi7b1WW72uxXl+3q+pd2+3b+fah9/CzNEujx9v/39jDcQbPVcHQ+0WxPj79IczH9XRFxAfBqZt7RfDpWtof+AGyIiI3AGlx33Tlb1WW7umxXm/3qsl1d/9GOiLgGIDO3ZuYk8AXwUV/jHTJbDUtn12hGxNU0O0W9A0xk5o0RsRw4A/gwMzdFxPnA/cAV7drrC4HzgJcy88dOBipbFWa7umxXm/3qsl1dB9DuPmDFvrPOEbECeCszf+9r7ENjq2Ga9Ylmu556Y/vPXTTXNgSwDtgNXE6zNvvRzNwREY8Bk5m5dlYHpr+xVV22q8t2tdmvLtvVNcN2v2TmPX2Md8hsNWxdLJ39A/g6M2+i+WvgxcAJwFhm7qQ5JX4wcHJ7/N3AW9N8H80+W9Vlu7psV5v96rJdXTNpt6n7YQpbDVoXE80FwNsAmbkN+Ixmu+IVETFG8wO2lOavHGTmr5npL/J+2Kou29Vlu9rsV5ft6rJdHbYasEWz/QTtDlFvA0TEicApmXlZRFwLPABMAt8DO2Z7LPp3tqrLdnXZrjb71WW7umxXh62GbdYnmvtExAJgD/BeRJwOLKG50fEk8K0X088dtqrLdnXZrjb71WW7umxXh62GqbNdZwEi4krgFeBN4LnMfKazJ9cBsVVdtqvLdrXZry7b1WW7Omw1PF1PNJcCFwIbMnN3Z0+sA2arumxXl+1qs19dtqvLdnXYani6nmhGdvmEmjFb1WW7umxXm/3qsl1dtqvDVsPT6URTkiRJkjT/dXF7E0mSJEnSgDjRlCRJkiSNlBNNSZL+Q0TcGxGX/sPnxiNivOMhSZI0pznRlCTp/xlvPyRJUmtR3wOQJGkuiogjgBeAhUAAmyPideAw4KvMvDki1gFXtcffkJnLIuJQ4BngGOCTzLy9n1cgSVJ/PKMpSdL0bgVey8ylwB5gMfAocBlwckQcm5kTwHpgfWYum/J1n2bmJcDiiDinh7FLktQrJ5qSJE3vFODj9vFmmsnmauBZ4EjgkH/4uiXAVRGxCTgVOH52hylJ0tzjRFOSpOl9A5zZPh4HbgFeBK4Ddk45bhdwKDQ3JAe2AI9k5qXA2vb7SJI0KJGZfY9BkqQ5JyKOorlGM4CDgDeAa4BJmus212TmuxFxJPA8zRnOCeAD4CngOGA7sCozt3f/CiRJ6o8TTUmSJEnSSLl0VpIkSZI0Uk40JUmSJEkj5URTkiRJkjRSTjQlSZIkSSPlRFOSJEmSNFJONCVJkiRJI+VEU5IkSZI0Un8CHPGZ3G1BErcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.volume.plot(figsize=(16,6))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Volume Indicators 成交量指标"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-25T15:28:40.587542Z",
     "start_time": "2019-03-25T15:28:40.258588Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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g27AhMHcuA+C8QoGsvzIGeO89pgLff7/3j3/ffax4nDJteNcuoFs3/hXMmcNl2TUploiIiIhIgIqMZMpvaKjrHtk1axi4tm/P17Vq8TG99OKVK4G4OPauDhwIfPEFcO+92dP+QKdA1l/t28eU3r59M1fUKSNFiwJ16yYPZE+cADp14rq5c5mGnC+fAlkRERERkRQiI9kTGxTkOpBdtIjjWlu04OsaNfiYXiC7YAETMZs35+Mzz3g3MTM3USDrr1as4GPLltl3jiZNOFbWZmPhp7vu4l/fnDksf2ZZ/KtUarGIiIiISDKRkUwrBlwHsosXA02bso8IYM9t+fLpB7ILF/Lyv1Ch7GlzbqJA1l+tWAGUK8eqwdmlSRMgOpq9vwMGcLKqn39m/W678HD1yIqIiIhIrrRyJZCQkLl9nQPZkBCgSBFH/8+5c8DWrY60YrtatYC9e10f79gxrrvzzsy1J69RIOuPjAGWLwdatcqetGK7pk35OGECKxm/8krqv5ywMAWyIiIiIpLrbN7M3k97WRhPOQeyQPLL5qVLeUlvL/RkZw9kbbbUx7NPu9OhQ+bak9cokPVHBw8Cp05lb1oxAFStyh7XESOAwoWBl15KvY1Si0VEREQkF1q3jo8nT2Zu//QC2UWLmErcuHHyfWrVYmXiY8dSH2/hQqYe24tC5TWWZQVblnXUsqzlST9109tegaw/Wr6cj9kdyAYFMb3YGJZFK1Ei9TZKLRYRERGRXGjTJj5mdu5VV4FsVBQvrRctAlq3BoKDk+9jD1J3706+PDGRY2rvvDN7EzL9XD0APxpjWiX97ExvYwWy/sYYYNYsoEyZnJkIqn17/tW56o0FlFosIiIiIrnSxo18tM8H64nERF4iOwey9v6fP/8E/v479fhYgJOGWBbTmp1t3swgOI+Pj20C4G7LsjZalvWdZVnB6W2sQNbfvPceMHs28OSTOXM75rnngKNHgVKlXK9XICsiIiIiuUx0NLB/P59npkc2Opr9T65Sixct4uuU42MBphvXr+9IwLRbsICX/q72yWWCLcva7PTT32ndJgDtjDG3AggB0DndA2VnK8VDU6YwkH30UeDtt3PmnEFBQLFiaa8PDwdiY/mjSaxEREREJBdw7hHNTI+sfR9XgezixZzJsmpV1/u2agWMHQtcuwYUKMBlCxcCjRoBJUt63pYAk2CMaZzGuh3GmGtJzzcDSOM3SOqR9SfffgvUrAmMG+c/yfGuJsUSEREREQlg9rTiBg28H8guXcqe1bQu51u2ZB+RvQ3R0cD69apWDGCSZVk3W5aVD0BXANvT21iBbE5JSACmTgUaNgTuuw+4eDH5+osXgdWrgS5dUo8K9yUFsiIiIiKSy2zaBNx0E38yk1rsKpAND2e68YULrsfH2t1xB4PcFSv4eulSjrnN4+NjAWAIgEkAtgFYZ4xZnN7GCmSzW3w8MH48UL068NBDQEwMizk1aQIcOuTYbskSBrudOvmura6Eh/NRU/CIiIiISC6xcSNw660MRL3ZI2vXtm3a+0ZEAPXqOQLZBQs40q9pU8/bkZsYY3YZY+oZY+oaY97MaHsFstkpIQF44AHgiSc4tc0vvwD79jEJ/vRp4LbbeAsGAObN4//gZs182+aU1CMrIiIiIrnIP/8AJ04At9zCS/TISPakeiK9QLZ+/bTrqNq1bAmsWQPExTGQbdMGCAnxrA15nQLZ7JKQADz2GPDrr8DIkcCGDUDXriyu1Lo1bwOVKcMcgjFjgPnzmUzvb/+DFciKiIiISC5inz/W3iObkABcuuTZMeyBrD150fl5emnFdh06AFevMhnzyBGlFWeGAtnssHo10Lgx8MMPwJAhwPPPpx7tfeONwLp1QMeOwNNPA8eO+V9aMeD4i1QgKyIiIiK5wKZNQL587Dm196h6Ok42MhIoXjx5aZuqVTm9TvfuGe/fqRPw6aeO9GIVevKcW4GsZVkRlmW1tywr9xeEzgqbDRg6FGjRgn8N06cDb72V9vbFiwO//Qa8+ipQtixw990511Z3hYbyUWNkRURERCQX2LgRqFsXKFyYqcWA5+Nkz59PnlYMABUq8JL5ttsy3t+ygJdeYiD75Zfs4xLPZBjIWpYVDmA2gFsBLLMsq1TS8tKWZW112u47y7LWWZb1VnrLcq2LF3n75e23gV69OBa2R4+Mp9HJlw/4+GMm6pctmzNt9UTBgvxRj6yIiIiIBDhj2CN7yy18bQ9GPQ1kz5xxPQ7W0xk0mzUDBg70bB8hd3pk6wF40RjzPoAFABomLf8UQCEAsCzrPgD5jDFNAVSxLKuqq2Xeb76f2L+ft15mzeJ42EmTgCJFPDuGv8wb60p4uAJZEREREQl4hw7xsvbWW/na3iPraWrx6dNA6dLebZt4JsNA1hizwhiz3rKsFmCv7DrLstoAuAzgVNJmrQBMT3q+EEDzNJYlY1lWf8uyNluWtTkhISEr78N3Zs3iX8K5c8CiRa7Hwwa6sDClFouIiIhIwHMu9ARkrUdWgaxvuTtG1gLQE0AUAAvAYACDnDYpAuBE0vNIAKXTWJaMMWa8MaaxMaZxsPNI6UBgswHvvQfccw9nUt68mdWIc6OwMPXIioiIiEjA27gRKFQIqFWLr+11TT3pkbXZFMj6A7cCWUNPA9gB4HkAY4wxzpFNDJLSjAEUTTquq2W5w5UrQLduwLvvAr17s0pxpUq+blX2UWqxiIiIiOQCmzYBjRo5qg3nzw8UK+ZZj2xkJJCYCFx3Xfa0UdzjTrGn1yzL6pP0MgxARwBPW5a1HEB9y7K+BfAHHKnDNwM4ksay3GHECOD334FRo4CJE3lbJzdTarGIiIiIBLj4eGDLFkehJ7uICM8C2dOn+ageWd9yJ593PIDplmX1A7ALwO3GGAMAlmUtN8b0syyrOIBVlmWVA9AJQBMAxsWywBcbC4wezflfn3vO163JGUotFhEREZEAt3s3L+Xt42PtSpRwnVrcrx+rCvftm3z5mTN8VCDrW+4Ue4oyxrQ3xrQwxjxlD2KT1rVKerwIFndaD6C1MSba1bJsaH/OmzqVt2FeesnXLck59tRixz+9iIiIiEhA2biRj+70yNpsTLwcPBhIWZNWPbL+wWvjVpMC3unGmFPpLQtoxjCtuF49oG1bX7cm54SFcSBATIyvWyIiIiIikikbNzJorVIl+fKIiNQ9smfPMoA9cYKTlDhTIOsfck8BppywahVzEl54IfdNsZMe+0j2U7njfoSIiIiI5D2bNrE3NuVlfIkSqXtkT5xwPB87Nvm606eBfPkcFY/FNxTIemLyZKBIEaBHD1+3JGfZKzL//bdv2yEiIiIikgmXLwO7dqUeHws4UottNscyeyDbpQuwaBFw8KBj3enT7OcJUiTlU/r1u+vaNWDGDE67U6SIr1uTsxTIioiIiEgA27qVgWrK8bEAe2RtNuDiRccyeyD79tucqmfcOMc6zSHrHxTIumvuXBY8evhhX7ck55Uvz1tOR474uiUiIiIiIh5Lq9ATAJQsyUfnPpsTJ3j5W78+0LUr8P33wNWrXHf6tAJZf6BA1l2TJ/N/bF4q8mQXEsJgVj2yIiIiIhKAtm3j5WyZMqnXtW/PMa9TpzqWnTjBbYODgQEDmHo8YwbX2VOLxbcUyLrj0iVgzhzgX//i/+a8qFIlBbIiIiIiEpCOHEldrdiuTBng7rs53U58PJedOMHAFwBatwaqVwfGjOEkJuqR9Q8KZN1RrBiwfTurFedVCmRFREREJED9/TdQuXLa6x97jAHq3Ll87RzIWhZ7ZTdsAFauZOkcBbK+p0DWXdWrAxUr+roVvlOpEnD8eOoZoUVERERE/Jh9Plh7/VJXOnUCypYFvvuOr50DWQB45BGgUCHgvff4WoGs7ymQFfdUrgwkJgL//OPrloiIiIiIpGvHDiA0FNi7l0FpYmL6gWxwMGu6zp0LnDrFGq/OgWxYGEcZLlvG1xoj63sKZMU9/jQFz9WrwJNPAvv3Z/+5jMn+c4iIiIiIV82cyel0Vq92XL6mF8gC7JVNTHQUfXIOZAGmF9upR9b3FMiKe/wpkP38c07m5VxaztuiooCOHYHOnRXMioiIiASYRYv4uHu3+4Hs7bcDhQsD//kPX6cMZBs35g+gQNYfKJAV99jHB/s6kD17FvjwQz7/44/sOceRI0CzZsCCBcD8+byVJyIiIiIBITqahZkAYNcux+VrRuVuChQAWrQAdu7k6woVUm/z3ntAu3ZKLfYHCmTFPYUK8S/W14HskCHA5ctA06bZE8j+8QfQpAlw8iQHSZQoAXz6qffPIyIiIiJe9cUXvHxbtowpwjfd5OiRLV0aKFgw42O0b+94nrJHFmCy3qJFnHdWfEuBrLjP11PwHDgAfP018PjjwIMPciS+N4tPzZnD23AFCwJr13KgxNNPA7//njPjcUVEREQkUw4dAp57DujeHfjyS6BIEeDRR3m5uGVLxmnFdvZAtnhxoGjR7GuvZJ0CWXGfrwPZ119nkPnuu0DDhly2ZYt3jj1uHHDPPUCNGsD69UDNmlz+9NPMMxk1yjvnERERERGvGzOGlYcjIoClS4FWrYAGDbjOk0C2Th2gTBnXvbHiXxTIivtuvBH46y/fzCW7Zg3Lz736KnND6tfn7NTeSC/eupVVkDt2BFas4KeX3XXXAT17AlOmADExWT+XiIiIiHjV5cvAhAnsjf35Z/ZB3HsvULu2Yxt3A1nLAt54g7254t8UyIr7atQA4uOBw4dz9rzGAK+8wlmqX3yRy4oWZXu8EciOH8+e3smTXeeQPP44cOkSMH161s8lIiIiIpnmajKJKVNY4GngQJY6OXUKeOwxFmsqXpzbuBvIAsAzzwAvv+yd9kr2USAr7rOn2+7dm7Pn/flnYN06YOhQDniwa9Qo64FsTAw//R54AAgPd71Ns2Z87+PHZ+1cIiIiIpIpMTHAoEGcHmfpUsdyY4CvvgJuvpmXbAAQFgYEBbF31d4r60kgK4FBgay4r0YNPu7bl3PnjIvjp1adOsC//518XaNGLPZ06lTmjz99Ontb+/dPexvLAvr1Yx33kSOBX38FbLb0j/vPP5p/VkRERMQLjGGQ+vHHvDScO9exbvVqYMcO9sZaVup9FcjmXgpkxX2hoUzvzcke2W+/Bf78Exg+PHWd81tu4aN9ojB3fPEF0Lw5a7ID7GWtWZMzYKenTx/mprz4ItCtGzBjRtrbzpnDCgFvveV+u0RERETEpePHGax+/DFTh9evd6wbPZo9sL16ud63eXNewlWpkjNtlZyjQFY8U6NGzvbIjh8PNG7MQkwpNWoEhIQw7dhd06ezcNSCBQyAN2xgoSdXt/CclSwJnDgBHDnCIHXqVNfbRUcDTzzBdn3wATB7tvttExEREZFUtm3jY/PmDGT/+IM9s//8w1qgjz3GlGNX+vRhIKypdHIfBbLimRo12CObE2mzO3YA27cDjzziOtAsWJDB7Jo17h3v2jVg82Y+HzOGacKhoUDfvu7tX7Qo81IefBCYNw+IjEy+PiaGeS0nTwKLF7Pme+/ewJkz7h1fRERERFKxB7J16zKQjY3lZeL48UyyGzAg7X0tCyhWLGfaKTlLgax4pmZN9jqePp3955o0iROCPfhg2tvcfjuwaRNvyyUk8DEtW7YwmK1fn4MrfvqJFYk9/XTr1YvVm2fO5OsDB4Dnn2dpvMmTgddeA1q04PMLF1QkSkRERCQLtm0DbrqJl2xNmnDZypXAuHFAp06cIVLyHgWy4pmcKviUmMj03U6dmNablmbNGJxu3crezyZN0u4tXruWj99+y1J2AOure6pBA6B6dY637dCBz8eMATp3ZsWB99/ndrVqcf3YsQx8RURERMRj27axHwJgv0G5csBHH7He58CBvm2b+I4CWfFMTk3B8+uvHPjQu3f62zVtysfPPwf++18GtPaANaW1aznSv1Ej4LnngJdeAipW9LxtlgU8/DCwcyewezcwZAhw9CgD72bNkqdBP/MM38cvv3h+HhEREZE87uJF4K+/HIGsZbHf4uxZ9sR26ODb9onvBPu6ARJgypfnXK7Z2SO7cyfHrd58M3DPPelvW7YscMMNwI8/AhERTC3+7jvHRGJ2xjCQbdeOrz+ERTxSAAAgAElEQVT7LGttfOUV4I47mNocEpL2dvZ8ly++4Fy1IiIiIuK2HTv4aA9kAQayM2cCTz/tSLKTvEf/9OIZywKqVQMOHsye4588Cdx1FwdBzJ4NFCiQ8T72qXMGDeJ42mnTePvO2ZEjzD/JaJoddxUoALRsmX4QC/DT9YEHGERnNPesiIiIiCRjL/TkHMg+8ACT4x591DdtEv+gHlnxXIkSLGLkbZcvA126sBrwypUcBOGOhx5ikPr007xt9+23LOIUGsopc44fZ+ov4L1A1hOlSrFHODoaCA/P+fOLiIiIBKht21gupVw5x7JKlVgTVPI2BbLiueLF2XPqTYmJDEi3bgV++w1o2ND9fTt14g8A3HYb552dPh247jqmQleqxAC2Th2gXj3vttsdERF8jIpSICsiIiLigc2b2RvraiZGydsUyIrnihdn76I3vfoqA9jPPwfuvjvzx7EsYN06BsbupCXnBHvwGhnJYlMiIiIikqGoKCbbvfuur1siOcmyrNIA5htjGqS3nQJZ8VxoaOoxqFkxdiwwYgQr/D77bNaPFxzMH39hD2SjonzbDhEREZEAsmoVR2e1bOnrlkgO+xRAoYw2UrEn8Vzx4sClS94pXjRvHicAu/tuYOTIrB/PHymQFREREfHY8uVMsLvtNl+3RHKKZVltAFwGcCqjbRXIiudCQ3l7LCYma8fZvp1l5+rV4/Q5+fJ5p33+xnmMrIiIiIi4ZcUKoGlToGBBX7dEvCjYsqzNTj/97Sssy8oPYDCAQW4dKLtaKLlY8eJ8vHjR8dxT//zDXtjQUE6zU7So99rnb5zHyIqIiIhIhi5cYA3Qt9/2dUvEyxKMMY3TWDcIwBhjzAXLjepe6pEVz4WG8jGzBZ/s0+xERTGILV/ee23zR4UKMS9GPbIiIiIibrGPj23VytctkRzUDsDTlmUtB1Dfsqxv09tYPbLiOeceWU8lJgK9enFSsN9/Tz67dW4WHq5AVkRERCQD8fHAL78A778P5M+v8bF5iTGmhf25ZVnLjTH90ttePbLiuawEsi+/zAD288+Bu+7ybrv8mQJZERERkTT98w+n2alUCejZk3VFJ0xgYpvkPcaYVhltox5Z8VxmU4tHjwZGjQKee46VivOSiAgFsoFk505g6lT+m3XuDNxzj69bJCIi4lVRUcCGDcD69cDNNwPdujnW2WzAypWc9saNoYqZZgywejUvEWfOBBISgE6dgG++ATp2zL11QMU73ApkLcuKANAIwFZjzLnsbZL4vcz0yM6ZwwC2Sxfgs8+yp13+LDwcOH7c161wiI8HQkJ83Qr/tHgxv82vXgWCgvgtr0BWREQCnDHAlCnAsmXAunXA3r2OdeHhDCDt1YEnTQL+/W/2iPbt6/22XL7MtowezXvHYWHAs88CAwYAN93k/fNJ7pRharFlWeEAZgO4FcAyy7IqWZY1z7KshZZl/ZJUJhmWZX1nWdY6y7Lecto31TLJBTztkd22DXjwQd7umzo1b95e86fU4i1bgGLFgLVrfd0S//PTT0x5v+EG4Ngx4JlngH37OLZbREQkwOzaBRw+zOcbNgC9ewO//sqvuWHDgCVL2BMaFQXMmuXYb9w4Pr7zDhAb6732HDwIvPAC63w+8QTvF3/zDXDiBPs5FMSKJ9wZI1sPwIvGmPcBLADQFcAIY8yd4ES1HS3Lug9APmNMUwBVLMuq6mpZNr0HyWn2qXLc6ZE9cYLT7ISF5f5pdtLjT4HsqFHAtWuspCAO48dzXuNbbuHEdWXLArVq8Rv877993ToREfFDJ07wJ7tcuAC89hr7Ak6e9Gzf/fs5B6u9R3XVKj7u2cNEuTffBNq0YdJRhQrA999z/c6d7LG9917e0x0zJmvvITGRQXLHjkC1auyF7dyZKcVbtwL9+gGFC2ftHJI3ZRjIGmNWGGPWW5bVAuyV/d4YsyhpdSkAZwC0AjA9adlCAM3TWCa5QVAQe/Qy6pG12YD77uN2s2cD5crlTPv8UUQEA/+EBN+24+xZYNo0Pl+82Ldt8RfGsDTiE08wr2rhQsfcv7Vq8XHPHt+1T0READCoa9MGWLrU1y0hY4B27YAGDRjwedsffwBVqwKffALs2AH8+KP7+165Atx/PxATwwSsmBhgzRoer3Tp5Nvmywc88giwYAELLo0fz2rB330HtG/Pntvdu1Of4/x5XuYdOeK6DefPA8OHs5f1nnsYIA8Zwt/V1KlAs2bZO/5Wcj+3qhZbnJG2J4AoAPFJy5oCCDfGrAdQBID9flQkgNJpLEt53P6WZW22LGtzgq8v8MUzoaEZ98jOmAFs3Ah89RVvJeZl9sDowgXftuPbb4G4OMcUSGfP+rY9OSkxETh1KvXyV18F3noLePhh5ls53xauWZOPCmRFRHzurbc4vnP8eM/3zY7kmuXLOfrk7FmgRw8mO3nL9u0MIosWZUDbsKHjPrQ7hgxh8PnqqyyLsWIFA9lmzVxv/8gj7H9o2ZKXCvffD5Qowd7TAgW4fPPm5PtMnMjkLntPrt2ff7IXuEIF9iZXqsRLwiNHgMGDgTJlPPpViKTJrUDW0NMAdgC4J6n405cAHk3aJAaAvTh20aTjulqW8rjjjTGNjTGNg4NVQDmgFC+efiAbH89Pq7p1GSDkdfZA1pfpxTYb8PXXQOvWLLwF+M9t7ZwwbBhvC0dGOpadOgV8+ikrWkycmLoAVlgYMwkUyIqI+NTmzUxxLVQImD+flxmeGDCA99S9GWyOG8evicmTOf7044+9c9w9exjEFinCr+kGDTgdzcaNjvGuGZkzh8d47z0WcBozBjh3DmieRn5k1arA668DN94IdOgAvPEGl1erxhTgYsXYG75ihWOfH37g4++/Jz9Wz57A9On8at25kwH//ferxqR4nzvFnl6zLKtP0sswABcAzADwujHGfm/rDzhSh28GcCSNZZJbhIamn1o8cSJH9A8bxlTkvM4fAtkTJ4CjR/lt0qgR/w0XLcp4v9wgLo7f4pcvA7/95li+bRsfH3kk7f+ntWopkBUR8bEXXmBK7NixvPxYs8b9fQ8dYhXe6GgGgynFxXFUiSfJgWfOsEjSI48ADz0EtGjBpJ6sOngQaNuW6b5LlrAoE8ASDgADRLvOnRkspgzqz59nkaeWLRnENm8OzJ3LdWn1yALABx/wJsGvvwK1azuW33gjg9kKFTjOdc4cpjpv3w5Ur86vUntv98mT7EEePJj/VnXqZOnXIZIudyKM8QB6W5a1EkA+AFUANATwpmVZyy3L6gng16RtRgB4AMCcNJZJbpFRj+y33wL163O6HeEYWcC3geyhQ3ysVo3fkG3aMJA1xndtyikzZ/Kqo0AB5jfZbd3Kx/r1097XHsjmhd+TiIgfsgeuTzwBdO/O8ZuzZ7u//wcfAMHBHI+5fHnyddeu8f5uhw6sTenOhAzx8SyUFB/PNgHs/dy6NWsjdg4f5ldzYiKD2GrVHOsqVwZuu82RXnzsGDBvHvsNHn44eRC+ejUfW7TgY7t2fCxRgoFnZpQvz97YWrWArl3Zwx0c7EgrtvfKLlzIx44dM3ceEU+4U+wpyhjT3hjTwhjzlDFmrDEm3BjTKulnmjHmIljcaT2A1saYaFfLsvONSA4rXjztT/uYGN6O69xZo/jt7D2yzmmtOe3gQT5WTSogfued7KHNC72NY8cCVaoAAweyyJX9hsLWrbzdHRaW9r61arEnNzsqeYiIBKjTp4F69RxBU3batIn3Em+/nWNGW7fOOJA9dYo9kR07MgX2iSfYXudANjaWxYpmzWLP6pIlDP7i4tI+7t9/O8aRPv+8o5RC+/Z8XLIkc+/x2DEGsVeu8GvKXmvQ2QMP8Gvr4EFHQtXjj7OXtndvRzC7ciXv295yC1/bA9msFlcqVYqpzk2bsoDUXXfxeY0ajmSn+fM5Bjavl0aRnOG1nM+kgHe6MeZUesskl0iv2NP69fw0veOOnG2TP/OH1OJDh3gbu0IFvu7Wjem0npRB9FdTpvD9pBz8dPUq8Pnn/FZ/8kleBcTHO24db92afm8soMrFIiIujBrF8Y9zkvLtYmOZapodtTvXrePjrbfy8e67ObXMJ5+kfX946FCOWz1zhqmxr74KtGrFAOzaNX49dOvGlNtx44D//IdjXXfsSD4Cxdkvv/ArY9cu4L//BUaOdKxr3Jj3RDM7Yufdd9mbu3AhA25XevTg47RpPE+ZMmz7xx+zPY88wt7clSuBJk0YzAJsc4sWwL/+lbm2OQsNZbD6+uscPQZwmp4VK1j4auFC9m6rH0NyhDHGL34KFy5sJIC8+KIxRYq4Xjd4sDFBQcZER+dsm/xZbKwxgDHDhrm/j81mzFdfGfP998b8/XfW29C1qzE1ayZfduedxtxwA88VqC5fNqZUKf5+X3+dyy5dMuaTT4wpU4bL77jDmKgovs+KFY3p3NmYixe5bsiQ9I9/7hy3+/TT7H8vIiIB4MIFY4oX50djx45cNnQoX4eFGfPuu949X+fOyb++zp83pnlzni8kxJj27Y354gtjDh/m+kOHjAkONubJJ5Mf59dfuc/8+dzHsoz57jvH+oQEfkW0a5d8v6tXjRk4kPs2bszju3LffcZcf70x8fHGbN9uTFyc+++xenVj7rkn4+2aNTOmdm1+7T38sGP5hx+yfT168BJs8GD3z51Vf/1lTMmSxoSHsw0//phz55bAA+Cy8VL8qCo8kjmhoUy3dHXrdeVKltgrXjzn2+WvChRgqcW0emR//52VFWJjHcvefht4+mnWsK9UibeUH3+ck6+dP+95Gw4edKQV2z30EAflrF/v+fH8xfjxvI19++28Lf388/x9vfIKf6fLlvFWcVgYbxH37s2BRfaBRg0apH/8EiX4e5s8mZWfRUTyuDFjmJTVqJGj1MCyZRzBUb06MGKE9z4ujeFXVNOmjmUREcCqVTz3s89ylMyzz3KkSN26rJobEsKCQ87uuINfA/ffz/Td778HHn3UsT5fPqBfP677808u27uX5x49mgWn1qzh17Er7dszRbhaNabWli8PPPMMe4bTK7MQGcke5iZNMv599OzJaXXOnnWkMwPAoEEcCzxjBn/39vGxOeGGG9izHRfHRC/ndolkK29FxFn9UY9sgBk5krfdIiOTL4+NNaZgQWNeeME37fJn5csb07ev63W9e/P3uXUrX48fz9f9+hmzY4cxn39uzL338lY3YEylSrzl667ERP67vPhi8uXR0Vw+cGCm3pLPREcb06sXe7jLljWmdWv2uFaowN/P3Xcbs26d633PnDGmcGFHd8Lx4xmfb8oUbjtlinffh4hIgLEnwXTowK8mwJhjx5ikNXCgMRMmcNm+fd453/79PN748elvd+CAMZ99ZkyrVsbky2fM22+73q5+ffZYTprkev3x49z//vuNee01fkWWLGnM779n3NbDh9lDXLOmMV9+yd7RAgXY/ptuYk/1wYOp95s3j9ssXZrxOf75hz3JaX19ffSRMQ0aGBMTk/GxvG39emN++CHnzyuBBV7skfV5AGv/USAbYL77jv997Hk8dqtXc/nMmT5pll+rU4fpva7ceCN/b5Mn83XFisybShmsJiQYM2YMt12zxv1zHz3KfcaOTb2uRw9jSpQw5soV94/naxMn8v3Yf5Ys4fIjR4zZtSvj/V98kfuVKuVeWnViIq9+KlfmzRoRkTzqyy/58bl8uTErVpj/j5qxp5Tu2MHnaQWKnrJ/3O/c6f4+sbFpf7Rv3WrMypXp79+9O89pWcZ06WLMyZPun/uff/hVbXfhAoP7Nm0cAehtt/H3eOYMt3nnHQbXFy+6d4727fmVJBKIvBnIKrVYMic0lI8pCz7ZCwelNeN2XhYezjKKJkV+0enTjhym3bs5Y/nRo6yeEBycfNt8+YAHH2Tuzvz57p/bPvXOTTelXvf000xVnjjR/eP52qxZQNmywPHjzC9r04bLK1VKPvldWl5+meneDRq4V5EiKIhpy0eOsLKGiEgeFB/PAku3387UVXtl2q+/5mOzZqziW6gQsHlz1s9nDLBgAVCsmKM6sDsKFEj7o71+/YxrUU6cyJTiK1c48qdMGffPXbYsv6rtQkM5QmjJEn61f/IJRxE98wxrLy5fztTpOnX4Pt0xbRp/LyJ5nQJZyRz7+FfnQPbzz4GvvmKN+1KlfNMuf3bHHfy2evLJ5LOX28sxhoQwkLUPOEpr7GZ4OAfSeBLIppx6x1mLFiwF+emnLHfo7+Li+A1+110cgJSZmyZly7L85Ecfub9P+/acpX7o0PTnUBYRyaV+/JHB2OuvM1AMDeW42OPHgeuv509wMNCwYdYD2StXWNJg6lSWc3AODrNbkSKcUqZgQe8et0IF3kfdto0VnytU4CXBhg3JxwBnJDwcuO4677ZNJBApkJXMsffI2ueSnTyZRXa6dWNFBElt6FB++48fzzl2L1zg8rVrOS1Op04MZLds4fL0ihB17MirBHdnXj90iLeor78+9TrL4rwEf/7J4M7frVwJXLoEdOmSteN06pRxoSdnlsXA99w5Bv0iInmIzcaPwLp1eR/Rzj6D2e23O5Y1bsyvssxOxXP4MHt3p07lV+dXX2W+3f6qTh1eLu3fz8sBdwo9iUhyCmQlc5x7ZOfOZd5M69b81kmZDisUFMSSghMmMJeoWTN+W69dy9KPDRsCf/3FkoiVK7MsY1o6dmTOlbsT1h08yNvmQWn8yXftyt7a4cPTL63oD2bN4m1y+wzvOalxY5aM/OwzVkVevDh5pWkRkVzqt9+YbjtoUPK0Xfv9wGbNHMtuuYXztO7dm/4xe/UC+vdPvmzhQn4lHjkCzJ4NvPVW2l9dga5TJ6B7dz5XICviuVz60SDZzt4jO38+69jXqwf8+qv383Byo759+U198iRw223Apk28lV27NoPI+fMZ1KanYUNOC/Pf/6ZOB754kb2Wo0ZxdvR69TjIp3r1tI+XLx/znTZtYpDtr4xhINumDVC4sG/a8MknvGL74gumG0dEsIf9iy/Snl5JRMQHEhIy3yvqzBjgww95P/SBB5Kva9GCXyHO9xYbN+ZjeunFsbHAzJn8sU/VM3w4g7sKFfh11Llz1tvu78aPZ8p2jRq+bolI4LGMn/S+FClSxFy+fNnXzRB3Xb4MFC3K59WqseCOBmx4Zv9+5mf9+Sfw88+sZFGrFtcNGwa8+Wb6+7/9NnOuWrUC7ryTY2u3bHEUjgJYoaJhQ94y7907/WA2NpbFkho25Dyr/mj2bKYUT5wI9Onj27bExDDoX7CAPwcPMsBessS37RIRSfKvf/He5pw5WTvO4sW8bzd2LMd0phQd7bi/DTAwDQ9nGvL337suz7BsmaNO3549HBPbuDHQowf3KVIka20WEf9kWdYVY4xX/sIVyErmGMMxl9ddx1TYSpV83aLAdO4cZy/v14+vixRhIai5c3lbOiMTJwJPPcUrgCpVGLA2aOAIXj0ptQgw9fnNN4Ht29mTmxk//cQrlC+/9G4+mDHswT57FjhwgMWx/Mlnn7FXe+lSptmLiPhQfDwTRuLiGGhmNmFqxw72thYsyI9ed48zZgxHYFy7Bvz738DgwckvFd55BxgyhM+/+YYFo4YOZSH/kiUz11YR8X8KZMU//PYbb7dWqeLrluQedesCu3Zxmp7Spd3bx140Kiws6+ePimJBqG7dgEmTMneMbt2YZj56NKf28ZYFCzg2ePx44PHHvXdcb4mNBW68kX8PK1e6N62PiEg2Wb/eUQl3xQqmAHvq0CHePyxUiPfoqlXzbP/Tp5mSPHYsX/fvz3ulZcqwPVeusApy58786itYEFi92vN2ikjg8GYgqzGyknn33qsg1tsaNOAta3eDWIABrDeCWIC5YP37c8DO339n7hj2/V591THtT1YZw1v311/Pcb/+qGBBXqGtXs0rPhERH1q2zPF81arMHeOnn4DISB7L0yAW4FfZqFEMiB95hAFttWqscbh+PVOLmzVjEtIffwB33525dopI3qRAVsSfjBjh+zGWzz/P3sRRo1Kve+ONjAPJv/8G7rmHUwq98YZ32rRsGa98XnuNx/VXffvycc0a9/ex2YCNG4EpU1iUy0+yZEQksC1fzile6tRxP5C12YD77mM9QoBznVas6HqMqyeuv57JNHv38r5ru3ZMfW7dmoGsfSY552l9REQyonlSRPxJyZK+HxxUsSIrhHzzDQc12acBSkzklUh8PIMtV6mzly7x9n3TpqwqvH69d9o0dChQtizw2GPeOV52KVSI1aRPnXJ/n//+F3joIcfrnj35uy9WzPvtE5E8IS6OySGPPsqP7smTWb04o9nx9u3jdOJFirCG4M6dHPHiLVWr8n5ds2asdNy8OROBAH711KnjvXOJSO6nHlkRSe2FF1iZeuZMx7ING4Dz51kC859/XO9nTyuuVIlXP0eOMLjNilWr2LXw6quBMb1TmTKeB7LXX8+ynR9+yOJfzoGtiIiHNm3i+NPWrYE77uDH8PbtGe+3bh0fN27kPct9+7wbyAJA/foMZkeM4P26hg05NX3XriotIAFu1y5OoCw5RoGsiKR2883sUd21y7HMef6GtGa5tweylSs7bq3v3p21tgwdyurY/ftn7Tg5xZNA9tIl5vDddx+nXxo0iIWsVq5UirGIZIoxwIQJfN6yJQNZwL30YnsSzYEDfB4f7/1AFgDatgWefZbP8+cHtm1j0XyRgHToEPPi69YFvv46e8+VmAgsWsQMtW++yd5zBQAFsiKSWlAQ57R1DmRnz2awBbD30BXnHll7IOt8DHfs3cuiV+vX82fRIk5rU7iwZ8fxFU8C2blzOTdF9+6OZfXqca6MY8eyp30ikmvZbCwWP2ECE2tKlAAqVGBBdXfKL6xb50j1tQfD2RHIpnTDDZo3VgJYz57M5c+XL+2MNW/p25d5/xMmsG7ItWvZez4/p0BWRFyrU8fRm3rsGCcT7NuXVznp9cjmz89grnJlXpns3OnZeUeP5u35Hj2A11/nldiAAVl6KzmqbFng5El2ixw5wh7lxETX2/78M8t63n67Y5n9qtHT35uI5GmJieykGTuW87d+9pljXadODGTTy3qMjuY9ysceY4rv9OkcU1u9eva3XSRgxcfz+mjgQNY4uXjRO8eNi2PhzI8/5h0qAJg2jVMjvvoqpzmMiuIN8TxMgayIuFa7NnsWz593fFDefTd7atPqkT1yhBU7goL4U7u2Zz2ysbHA1KmcuPDMGY6NfeEFoGjRrL6bnFOmDN/HxYussPL228nnwbA7c4a/127deBfXzt6TrUBWRNwUH8+h9f/5D/Duu7z2dR5vetddDGKXL0/7GJs28f7bnXcy+ebKFaBGDf8uFC/ic3/9xUpq1atzsLe3AtmVK4FZszjkqG1b/mEPGMDro/ff5x91mTLADz9453wBSoGsiLjmPMZ19mzmftWowSuc9FKLK1VyvK5b17NA9rffgAsXgGHDgHHj+IE9cGDm34MvlCnDx1OngD//5POUXzQLF3IcckICy4o6Cw9n8ScFsiLihmvXmMAybRowfDjwzjupiya1asXRGbNnp32cdeu436238qMXyJm0YpGAtm8fH2vUYPUybwWys2cDBQoAX37JHt/33gNCQng9ERzMn169WL/k/HnvnDMAKZAVEddq1+bj5s3MSbv7bl7l1KoFnDvnmPjPWcpAtk4d9jyeOsVqvBMmcL7Un37incZFi3jXccMGphOPH88e3TZtgH//m2NkQ0Nz5O16jXMge+gQn8+cCcTE8Irz5ZeBDh04rdHGjcAtt6Q+Rt26CmRFxC0PPMB7gKNHM6XYlYIFOXfrnDlp15Fbu5Yf76GhDGYBBbIiGbIHst7skTWG10ht2/Jm/vnzvPF94gRQrZpjuz59mI4xbVrWzxmgNI+siLhWoQI/lMeMYU6afab6WrX4uHcvUKqUY/vYWAZvlSs7ltl7de+6C9iyxb3zDh7MtORAlbJHtkYNftENH847rFu3Ak89BXz6KeeddaVuXQb58fG8A5vSpEns6f744+x7HyIB4sQJpsy2b88C53lJZCSnshk0iEWe0nPXXdx29+7U87WuXQssWMChdwCn7QkO5jyvIpKOfftYGyM0lNdM9qKXWT3mX38lvzPlPATJ7uabeb0waRKvK/IgBbIi4pplsVd23TrmpLVsyeXOlYtbtHBsf/QoH1OmFgMMYocO5d3D2Fj2TF67lvz5tWusVtKpU/a/t+xkD2T//JNFn556ij3RQ4eycNVvv7GAQ3rq1mUQu39/6itOAPjkE/7+Bw8OrPHDPhIdDYwcCaxYwWuNX37RfJW5yVtvcWxoUBA/krp354xW5cr5umXZz153zz7FTno6d+bjvHnJP1ZiY1ng6frr+bsE2Ll0/jyvy0UkHfv28YY14L0e2Vmz+GjvQEhPnz4MeA8cSN5bm0cokBWRtNWpw0C2fXvmpgG82ilaFPj8c35w1qzJD3F7yXnnQPa664D772cQHGhjXTMrIoK9qGvX8vVNNzGInTOHvbDuXF07Vy5OGciePOlIO16zhmnKkq6JEzm8qGJF3m/Zvh2oX9/XrRJvMIY9iW3bsvj3Tz8BzzzDn9tvZ1DbvXvyj6VA98kn/FieOdNRrsB+fzE9FSowQF22LHlHz/vv81p83rzk98UUxIpkwBj+8fzrX3ztrUB29mx+SV1/fcbb9urFaXgmTwaGDMn6uQNMAOfviUi2s4+Tdb4raFnAm28ysP36a6B/f3aDPPgg1zunFlsWx8bmlSAW4HsuU4ZBJsBA9qGHWI3Z3S6iGjWY1zdnDsfFOFu40PF8xQrvtDmX27gRKF+ew72DgjjrUV5w5kzaddky2q9uXdfFtv3BqVMMXuPjeU/n5En+iQ0Zwve7Zw/vHV25Arz0Ej+SbrkF+Ogj4OBBX7c+axISOK3OL7+wLt6ePRyh4G6g3qYNsGoVf3cAa8DoW2EAACAASURBVMh89BE7dTp2zL52i+RKZ87wDzFlj2xaA9Hdcf48rx/uvtu97cuV4wD4SZMc0/TkIQpkRSRtnTvzyqdbt+TLBw3iWM+YGODwYd7KHzGC+ZsVK/qmrf6kTBl+uQHAjTd6vn/+/KxmPGUK0KQJC2HZLVjAuWdvuy39uTTk/+w1tUqV4j2XvBDIRkYCzZoxIH3nndT3Q9IzejSHYH/1Vfa1Ly1XrvA+2eOPs6Ph3nvZ29qkCZMTKlbkcLSOHTlEfP587uecmFCzJlNkt25lvbWPP+YNjNdfZ+bdzTcz6N29O2vXm5n19998n85sttTLXFm0CDh9ms83bWJqcc2a7pcVaN2aH9t//MH/E489xkLpI0Z49h5EBBz+AzgmWy5enHeJrl3L/DHnzeMHQpcu7u/Tpw+nP7TfQM9DFMiKSNqqVmXF4pIlXa8PCmJ3R8eOnO/1+ec1+BBwjJMND+dPZnz9NXuzjx8HGjfmVfiVK7ySbd+eV6SbNgGXL3uv3blQZCR74exVWLt358W/fWxhbhQfz0q2R4/yWmjIEHYYfPRRxsFSTAwD2aAgZrdFR+dMm+1mzQI++IBFiTZtYtB37RrHNlerxmlkhg/nXKfDh7NYZ716aSc73HgjCxht2MBjjRzJa81332Vg7Bz0phfUJiYCo0ZxNEVWrF/Pa94330y+fORIfsz+/nv6+0+ezN+FZfE97dnjXlqxXatWfFy6lKNDNm/mv3eJEh69DREBkk+9Azjy8dNKLzaGdxeHD0/7mLNn82Z148but6NrV6BIkbw5p6wxxi9+ChcubEREcoXHHzcGMOaWW7J+rPPnjenbl8crV46PkyYZM28eny9cmPVz5GILFvDXtHgxXx8/ztfDhvm2Xdlp4EC+x++/5+tffjGmZUsue/759Pf9/HNuN2IEH//zn+xubXLPPGNM4cLGxMWlv92ePcYEBbGNr7zi+Xn++ceYr74ypk0bx3GqVDHmtdeMOXbMGJvNmPXrjTl4kNuvWMFtSpY05o8/PD+fMTxu6dI8zg038Bx29n+foCBjRo9Ovs7u4kVjChUy5sknjalZ07HP++971o66dY2pU4fHuvde1+cSETe88AL/kBIT+fqHH/hHaf/gSOngQa5v3tz1+rg4Y0JDjXn0Uc/b8sgj3PfKFc/3zWEALhsvxY/qkRUR8TZ7j2xm0opTiohg1eNFizg5ev787JFt1ozl+Bctyvo5crFNm/jYqBEfy5fnlCKjRqU/fnTSJNbmCjTjxrGH7aWXOBUzwJv1y5cDPXqwR88+PjKlLVvYG9q8OZMrbrgB+PHHnGo5rVnDrHlXs045q1nT8f4yU++sbFkWFF+yhKm6337LHt9PPwWqVOHQ9iZNWGDcXlAqXz4WcG/VyvPh6VeuME36yhXg2Wc5IsPemXPtGntq+/dn0faBAznm99Kl5MeYNo0zofXuzd+RvQ32GdHc1bo1U8dDQpg+riQakUxav549rPbc/ox6ZNet4+OmTUBcXOr1q1czDcaTtGK73r25r73icR6hQFZExNu8GcjatWvHq889e5h2VKwYr+A//ZR5komJ3jtXLrJxI1M5w8IcyyZMYC2ttm15H+Dq1eT77NoF9OsHvP2262sNf7V8OYOgTp1cTzHcpw9w7pxjXKmzKVN4byR/fk4dbVms37Z4saMgeXa7dInDwZs1c2/74cOZHmtPl82skiU5VnTePI6pffxx/un26sUU9J07Gcg2bcpAu0IF/ulllAZsZwyD7q1beWPg5Ze5fPZsPm7ezGC2Y0cec9gwBq2NGrHCNsD/h++/z2VNmzKQtfMktRhgWjbA6sfly3u2r4gkiYpifr/znTR3A9lr15LXvrCbNYsfwu3aed6eVq344ZQL0osty4qwLKu9ZVlpjGtz4q2u3az+KLVYRHKNmTOT53Zml5gYY/r04bk++ih7zxWAbDZjypQx5uGHU6/bvduY667jry5/fmPuuMOYwYOZgtywoSPddM2anG93Zvz5pzEREcbUqGHMhQuut4mLM6ZUKWPuv9+xLD7emBdf5Htt2dKY06cd6w4e5O+mR49sbbrZvZvnXbSI7Zg3L3vP567Tp43Jl8+Yfv3YrqFDufzsWY4ayJePmYQZee897j98uGNZvXr8fRtjzAcfcP2ZM471K1ZwJEGBAsZ8/TXTjQFj5s/n+q1b+TokhP+GnrDZuL9SikWyYPp0/hGuXu1Ytnkzl/32m+t96tfnuADAmFGjUq+vWtWYjh0z36bXXuMHk/MHuR9COqnFAMIBrAXwJoCdAEqlta3hb9L3QaxRICsiucmhQ8aUKGHM3r3Zfy6bjVFY7drZf64Ac+AAv+W++ML1+osXjZk925iXXzamcWNH8AoYM3585sYfustm43jUcuWM2bHD/f1+/ZWB6OXLfG0f61m1qjHh4WkPzbJ77jkGp8ePMyBr25bv85lnXI9Lff99rv/pJ/fb6InjxzkmtlYtYwYNMsay0g7EfaF9e8f/iY0bHcsvXuT4WsCYsWPT3v+nn7hN797JA8c33uD1ZlSUMZ068do2pTNnjOnQgfsHB/PP3H6M+Hj+3vRnL+Ijjz3GManOd5LsXzqTJqXe/uJFfskMHmxMhQrG9OyZfP2+fdx39OjMt2n3bmO6d+c1iB/LIJBtCaBJ0vNPAXRIa1ujQFZEJBf48kt+nO/e7euW+I34eNbTKFLEmMOH3dvnwgVj5szhjXZjWBDnzju937bYWGP+9S9HgJRRASa7xERjbrqJ+/Tta8yqVcYUL87XN91kzPLlGR9j+3YGRfnzs0e6QIH0Ewfi4thDHRZmzGefOQJob3n4YfYq2oO1evW8e/ys+u47tq1ECWMSEpKvu3qVgWahQrwpkNLu3Qw2mzThts7WruVxn3iC/4ZPPOH6/ImJ7LGNiOA+zh57zJg338z8exORTLLZGIx27558+alT/MP+6qvU+yxZwnVz5zLNpWLF5Os/+YTrjxzJvnb7ifQCWfsPgBYAVgIont52GiMrIpIGm80380x6rHt3DmqcMcPXLfEb777LuhnjxnGGKHeEhnLq5B49+LpVK46JTKs4UmZcvcqiPz/+yDGPXbrwn82deeznz+cYzqZNge+/5xTPZctyDOeBA0DLlhkfo149YMcO4IknWCRo1SpH0SRXQkKA6dM5NvOll1jXJL0iWZ5Yt47Fp159le1JSHB/fGxO6daNQ9buvJPFnpwVLAh89hn/TceO5bC4bt2AZcu4/vvv+X9n5kxu66xJE+DFF/n/8+JFzm/sin3+23Pn+O/u7NtvOZ5WRHLYnj2cGi9lpbn0xsjax8c2acI/5qNHkxcgmD2bH9CVKmVPm/1LsGVZm51++juvtCzLAtATQBSA9L+BM4qIc+pHPbIi4m+6dmXPWUBo2ZL5mWIWLmSKamZmMHA2YwZvkK9b5512xcQY07o12/bdd1w2ZQrPsWpVxvt37MhU5KtXjencmenQp055p23uWLKEY46LFWPPdXqiozOeBaJjRx7v0iX+PPAAp7zxNytWcOqctHTuzN7tLl34b2kfg9yggWMcbFomTmTmgKseXRHxU4MG8Y/977+TL7fZmFry+uup9+nQgUUMjOGXivOYjchIjjV4443sbbefgJvT7wAYCqBnetuoR1ZExIUrV4C5c/kTEAWBe/TgXeLdu33dkiw7e5bTwLh6K7Gx7Mnav9/1vidPAg8/zEquX36ZtXbYe8lmzMh69eKLF1mVdsUKTu3z6KNc3qULe+umTeM5YmNd779zJ3tkn3yS28+ezYrMpUtnrV2eaNOG57zxRrZ7xAjXGQvGcIaoGjXYg+xKVBQrIvfpAxQtyp9p05JX4/UXLVqwGGhaXn4ZOHOGBUcrVmSF45MnWZS0bdv0j92nD3vFS2Zcm1NE/MG2bZwt4OGH+QfvzLLYK5uyR/bkSX7g3XMPXzdowHQX+/xw8+fzQiMz0+7kMpZlvWZZVp+kl2EALqS3vQJZEREX1qxhYBEdHSCxYdeufJw3z7ft8IInngDefBOoU4dzXs6Y4UjvffZZYORIzgObUmIiry0uXWI6bOHCWWvHddcxvXjECKBUKUfKqKeiohjYrV8P/Pe/nCPUrlgxpjN/9x0QHg7cfHPqNOM//+Q2JUvydwPweskX839efz1Ttrt2Zapxv36pg/xNmxjwHj/OIPCPP1IfZ84cphJ365Yz7c5OrVrx+vTpp3nz5NIlYMgQBvQZBbIiEkDi4jgWo2RJzv3liqtAduJEfkH168fXBQowjdgeyC5ezC+AW27JtqYHkPEAeluWtRJAPgAL09tYgayIiAtLlzoChTVrfNsWt5Qvzy6wJUt83ZIsmTkT+OUXBrIffQQcOQI88ACHDfXuDXzzDa8TZs5M3VP+wQf8dxs9Gqhd2zvtmTuXc3sWKsTjeurcOQYz27YBP//sGH/r7LnneE3TqhXHuq5c6Vh3+DCD+atX+U973XWZfiteU6QIby4MHsw5edu1A9audfTOfvMNbyKsXs1ljRvzBsPhw45jzJwJlCsH3Hqrb96DN1kW8Ntv/P/Rrh17zMePZy+zrktFcpEPP+TkzuPGARERrrcpXpx3s+yM4YD2li2BqlUdy2+5hXf5bDamZTRvnnogfh5kjIkyxrQ3xrQwxjyVlIqcJrcCWY8mphURyQWWLmU9hrJlAySQBRgxrVyZ9TxYH4mJYa9WgwYs1vTaa0xNnT2by6ZMYbD39ddM5Vy92rHvypXc56GHgL59vdemQoWY7XXPPcCiRZ4Vftq9m6mye/Yw0LFnlaXUogV7a2fMYA/tpElcfuQIg9jLl3nDvl69LL8drwn6H3v3HR1V1bUB/Dl0pPeq0osgHRsdBKQJgoioiIiiWBAbNlRQXwUULCgogqJSpCgginSlSZci0juhKNI7JDnfH0/uN0lImUlmcmcmz28t1pA7k8lJBiZ3373P3hmYdZw4EfjzTzZpqlSJr9XEiUCXLvz/s2UL8PLLDOIrVgT69mWPk9mzmY3NEGaX06+5hv8No6P5bzVzZrdXJCJ+sX49u6s98EDib+bA1RnZRYtYVuNkYx116rDka+lSYMeOxDu+SZKS/RVijMkH4GcANwH4zRhTyBgzxhiz3BjTP9bjvDomIhLsTp0C1qzhCWm9enEDpqDWrBk3965a5fZKUuSXX4AjR9gJNlMmHsuYEWjThvcdPMgMqbOv9IcfPJ87cCD3MY4cGZiS29ateZE9sYsa1jJw+fJLfvz332xOef488Pvv3B+bnGuuYQPqqVO5B7hJE/5bnDcPqFHDX9+Jf917L7d/jR3L4K1dOwbejz7K+/PmZRJj506ge3eW3pYtywxzOJQVJ8TZ5qayYpEwceUKS4oLFEi8pNgRP5AdPZot8Tt1ivs4p1zjww9526CB35abnnhzLbQagOestf8DMAdAUwAZrbW3AihjjClvjOnozbFAfRMiIv60aBFPyps2ZSC7bx+DqKDXuDFTXCFaXjxzJrceJXZhulgxZkhz5gRatWIgGx0NHDvG1+z++5nRDIRmzZhdS2wL8vbtXMPo0fz4u+/YuGnVKga03urWjedAtWsDJ08yE1urVurXH0i5cjFIXb8eePppZmPjf88lSjDI37SJgV6dOuGbgLjnHiZt7r3X7ZWIiF94U1LsiB3IHj/OK5MPPMBfXrHdcAOPzZjBq5jB/kYfpJINZK21i6y1K4wxDcGsbEsAk2PungugPoDGXh6LwxjTy5khFBkZmYpvQ0QkadYCly4l/ZiTJ3mx9Zln+Pvl1ls9cy0DXV584gRLNFMlXz7+MgzBQDYyktnWNm282yZ0990cwbdgActZo6ICm+HLlYsXzGfNSvh+Z1/rqlXAP/8wKG/UiM2RfOF8TqZMwNy5DGhDRY4cwCefsKFVYlnxypW5P3b16vAtu82XjxcyihZ1eyUikmobNgBvvw3cdx+HgCcndiA7fjxPPOKXFQN8k69Zkycnt94avm+IAebtHtnYg2ktACc3cRxAEQA5vDwWh7V2lLW2jrW2TianjkxExEfz5wOvvJL0Y0aMYFbo1Kmr7/vrL441KVGCe/iKFWPDoaxZWdKZMyeDikB64glmsbzJ/G7bxnLVBDVrxg2X5875c3kBt2wZg3lvpw907MiAr39/vlYlSjDLF0itWzOjmNDon0WLgCxZ+PcRI7gvtm1b379GxowsJV63To2CRERc17s3S4o/+cS7xzuBrLUsQ6ldO/G9Ic6bvMqKU8yrQDZmfu2TADYCuA2Akx/PGfMcZ708JiLid2+9xQ63u3Yl/phx41iC+uOPnmPR0cziVavGPX5dunBv7B9/AC1b8jGZMzP7N2kSmxEFwp49HBdz5Qr3eCanVy/uuYyISODOpk35REuW+H2dgfTTTwwEW7Tw7vHZsnFf7KpVrMzq0CHw42g6dWLWsX79uJlZaxnItm/PTryDB/N4SkcCVqwIlC6d+vWKiEgqXL4MrFzJTf8FCnj3OblzsznCihW8Sp5QNtbhDM5u1Cj1a02nvGn2FH8w7SB4yoSrA9gLYK2Xx0RE/OrwYU8zpunTE37MkSP8XQSw0sexbh0/56mnmAn96quESzl79mQQO2WKf9fu+PBDbm297TZuwbl4MfHHRkQwRr10iQ0Ur1K/PiPCECovPnqU+12bNPFtj2u3buyUC6RN46BSpXiho3hxlkC/8ALPc/bu5evSqBGztpcucV1lywZ+TSIiEiB79/KKd4UK3n9O7ty8/fBD7lHq2jXxx3buzKu4CmRTzJssafzBtNNjPh4G4B4Av/hwTETEr378kRmxIkVYYpqQmTP5mLvu4lgdp3x33jzevvZa0hdb69VjlmzMGP+uHWCWeMwYNip6+23OHZ04MfHHT5rE76V1a37ezp3xHnDNNdxvEyKB7JIlQPXqvCDRp49vn5spE8t4O3VKu8ZBlSrxQvsTT7C7cv36zOYDPBdp04Z/T2k2VkREgoTzC7ZcOe8/xwlkf/iBnd/y5En8sZky8ZdFoMuJwpg3zZ7iD6Y9BTZyWgGgibX2lLX2tDfHAvVNiEj6NXUqG8j07s2S4H/+ufoxM2YwmzZ4MINAJ1CcNw+48cbkm7IYw6zssmWcX56Q48d9mzHqmDCBVUjPPceMZNWqLJNOLCs7cSKzxqNHs+z58cc5yiSOZs3YQvbYMd8XlIasZTPHa65hxrx1a9+fo0kT/htIyz4Z2bMDn33Gr7t9O0vb8+dnE8qWLTnH9rHH0m49IiISAKkJZKOjky4rFr9I0b7VmOB2srX2iK/HRET85Z9/2C22c2dmW61lVvbMGZYT79rFTsDz53P/Yvny3JLy5ZfsxbB0KdC8uXdfq3t3z2iYDz4Ahg3jtpkGDXi8QAEGZb768UcGQNWqMWAeOtQTHMVmLcta165lpVKxYgymFi70zDj9f82a8RMS7QgVHFauBPbvB958M3jnpCalUydeL7j9dgavGTIwyP3qK5UVi4iEvJ07ud+lYEHvP8fZH1OxomfsgQSMWgWLSMh66y1e9OzcGahSBShThpnZ3r2vfmzHjrx95RU2BuralfsbvQ1kCxdm0NK9O/DiizxWsCCzwR07shvy5MnMkDZp4t1z/vcfA/FXX/Uca9GCQdGQIYxF9+8Htm5lp9xz59jVtksXPrZHD3ZWfvBB/vnxx5gKpbp12Wp5wYKrh7AHkcmTuZ33zjvdXknKlSrlKVEXEZEwsnMns7G+lP7my8fbRx5RyXAaMNZat9cAAMiRI4c9F2LjIkTEPWPG8PfE888zQwowKFy4kJ1lc+bkbY4cDELr1+fvFGu5JeWXXxhEnTjB0lZvRUcDf//NjGjsi7QXLjCzmisXs8DeTBT76iuWLK9dG3cW+okTzNBGRADXX899mc6fm266em76sGH8OQwfzsZVALhZc+fOq2bF7N8PlCzJ7KGboqMZBFavzj3MIiIiQaVCBZYLTZ7s/edER7NxQteuLNGRqxhjzltrc/jluRTIikio2b6de1sbNeIYFF/HUO/axQzubbcx8PWXH37gqJ5vvmGGNDnt2rE7/549V1+4dd4Oc3jxVu8E5/PmcXxP9+5Axo9jotsDBxi5AtiyhT+3UaOAhx/2fK6/LhofOgSsXu3dzPgVK9iT6ttv2X1YREQkzR0/zlKoL78Eatb0HI+M5FXuF14A3n3XvfWFIX8GsprtKiIh5/33mVH87jvfg1iA+xfnzOEeU3/q2JGZ2jlz+PGRI9zzeulS3MedPcumTfPmcW9vQoGkk032hjG8AFynDjO8deoAv+WOqdeN1b141CggKsozA3XcOGZFN25M+Hl9vc759tss296+PenHWQt8/HHolxWLiEiIW72aZVEff+w5FhnJi8BXrvjW6EnSnAJZEQkphw8zi9ejB0fupFSjRtzf6k/GsPnT4sUM1oYM4cXcDh140XfqVO7nLVwYuO8+3vqru23BgmxeNXEiv1bTR8uhQ5ZfsGPaJgAsff7mGz72t99Y/fT55yw1bt78qgpkbNoE5M3r2/5PJ7v95ZdJP+6114DvvwdefjnpyQQiIiIB5XQmnjKFXRNfeonB6+rVPK5ANqgpkBWRkPLJJ7xY+txzbq8kYQ0bcm/rvn3Azz+zqnfOHAaanTszyH34Yd7u3ct9r/5iDHDvvWwO9e67wILoJrhhxrt4tq/F6NHce9ujBwPduXM5rqhbN35es2YscXZ8/jk7Oz/1FJtiOQ4c4PcW38GDzMRmzcrscPwstGPoUOC99xjADxjgv+9dRETEZ04ge/48Oy9+8AF/yfXty+MKZIOa9siKSMjYs4d9F1q29K33QlrauJENjPr3B955B/j0U6BQIU7C6dSJmeCUlEOnxD8ffIfXX7yAMRkeRXS0QblyXEfJkmxMtXkzOzFnyMB15c0LLFnCUULFijHjvW0bM8tOp+YaNXhs6FB2h3bKoseNY1D83nvsDD1pEmfBxzZ2LAPpzp2ZOc6YMW1+DiIiIglq25ZXny9c4NXYwoV5ZXfiRDZrOndO3Yf9TM2eRCTFDh7k+/Pjj7Ozb6g4f57Nmfbt4zzVYJ3TGR3NQPDyZa55zx7uQ3XFzp1A+fLY+Or3eGdHF9xzD5tR3XADGz+VLs3GV8awiqpZM6BECf7b6NuX83c/+ojB7759HDFUpgxQvDgbO7Vvz+7RBQowyzx9OvDvv7yAXa4cP98xYwYD+aZN2aU4a1aXfiYiIiKOSpXYBbF2bV6F/eYboFUrDp6/7rrEm0hIivkzkNUcWZF05IsvuGfz7FkgW7ZYo1qCnLXAo4/y98kvvwRvEAswu1m/PsuKq1RxMYgF+IO67jpU2zoZk3/o8v+HmzZlIBu70VTduvzZtmzJIPb66zkPt0ABNnIcP97ztL/9xse+9BLHBI0bx2ONGzPb/PDDLBvev5/nAb//ztm3tWtz1q2CWBERcV1kJLB7N38Z9u3LX9pt2/IX47RpvDItQU17ZEXSiX/+Yaatbl3GN9Omub2ixEVExP34o4+ACRPYFbdVK3fW5IsGDXjbtq276/j/za+//cZ2xTHatOFt/NLfBg2YOc2aFXjySQblNWowAB09mpnUihU5Wu/ZZ4GVKzk3t1kz7vdt2pTP8+CDvPjw3Xd8Ldu3ZyZ31qzQqgIQEZEwFrszcbZsnGPnXN1t0oS/3CSoKZAVCVLnzwMPPcTMnj+sWMHbd95hdmzRIuDYMf88tz/Nnw9cey0bCAKMwV58kRdMX3nF3bV5q00bjs7p0iX5xwZcs2bs8rR+/f8fatWKgefNN1/98ObNWR78wgueYz17Mhs+fz5/zztq1uTUgp49OW7PuchQqhT33H7zDZtyXb7MILhAgYB8hyIiIr5zGj2VL+/uOiTFFMiKBIFNm4Dnn/dUsVjL8sxvvmEX2i1bUv81VqwAMmcGatViUBgV5b8g2Z8mTOBt377A338za1ihAn8WGULkHatKFZZvx56t7honTRprnizA0uHE5M4dt7dF167seWHt1VnmHDk4bufUqbgl3927Azt28ILEq68Gdzm4iIikQzt28FadiUNWiJwWioS3wYOBYcOY3QKA999n19fnn2emq1MnBkapsXw5A6ts2Vgqeu21wVdeHBnJ0taaNdlMqE4dZvOmTWMJq6RAsWLs7hQvkPVF3rwMZosUAerVS/gx8Tsx3303/+2WLevpeCwiIhI0du7kL6pixdxeiaSQAlkRl128yOANAGbP5vzNd99lCef777PD8LZtQK9ezIilRGQku9Lecgs/Ngbo0IHzTYOpWfiiRZxx+vrrbO508SL3WVas6PbKQlyzZpyrs3cvN6zGKjP21qef8tO8HR2UKxfLiX/6iRdPREREgsqOHczGarxOyFIgK+KyuXOBM2d4UXDOHP45dQp44glPr5633mJAO3Kk5/OmTAGmTvXua/z1F/fcOoEswIzZxYvBVV78ww/8ObRsCXz2GbB1K3DnnW6vKgw0bcoZeXXrMrL88UefnyJ7dqBoUd+/7A03+PylREREAm/nTpUVhziN3xFx2ZQpQP78zEB+8AFH5OTPH7dZ3iuvAH/8wX2jderw/m7dgHz5WHac3MVEp9HTrbd6jtWvz3mg33/v/6ZEkZHc21umDDBkCLPMb7zBnkNJ+eEHoHVrBrOAMrF+07gxNxifPQsULAhs2OD2itLW5cvAsmVA9er8zyMiIulbVBRH77Rv7/ZKJBUUyIq4yCkr7tyZTXQGD+aIkkceYWMmR4YMLLGtVYuPLV2aweGRIyz3TK6p0IoV3N8Yu8FPhgxspDRiBHDyJPdB+svrrzMozZqVjX5+/pkBbeHCQMaMiX9ejhzAY4/5bx0SI29ezs8pV45p/WXL3F5R2powAejRg1d8OnUCJk9WKZmISHp24AAvciojG9JUWiziou++Y1lxly4s+82Th8fjz/cEmEiaOpXB66JFQP/+PP7rrwk/t7XM4t57LzB+gALuVQAAIABJREFUPNCw4dXn7vfey/fx6dP99z3Nng0MGsQk4KVLjBlGjeLvisOH2cQpsT/79wO33+6/tUgsPXpwUGyNGvxBHz/u9orSzoYNrI1+6CH+J/rzT7dXJCIibnJG7yiQDWkKZEVccuwYS4YbNuTszkyZgDvuYOa0SZOEP6dOHeDbb5mxHTCAGdr4geylSwyQ69Zlh9k5c4Bnn2WznvhuuokzP8eOZTlwcs6d4/7dpAwdyozxrFlA5coMapcsYel0qIzPCWs1avA2PZUXb9nCf4wffMBSh4kT3V6RiIi4yRm9oxmyIU2nlSIuefVVlvR+9pknUzpiBMuAk+oM26UL53ZmzAi0asWxOidPMtv55pvAddcBDz7I5k4jRwIREex+XLjw1c9lDJtKLVrEgNq5QJmYDh0SD7IBbsFcvBjo2JEJsO7dgT17GDs89FCyPxJJC9Wr83b9euDoUU/L7HC2eTMD2fz52Uls0iTP0GYREUl/du7kiYpG74Q0BbIiiVi/PnBJq1WrGIw+8wxQtarneP78zJB6q1Ur9ito3Zr7X99+m1nWuXOBv/8GHn+c+06T8sILLD3esoUxzuefJzzmZ9EiYP58YN06YPv2hJ9r4UKWKrduzY8feIBZ2LvuSjiQFhcUKcL2w+vXAz178urEt9+6varAOXOGe6Gc9sldu/LqztKl7q5LRETc44zeUalYSNOrJxLPv//y/L5mTc5yTens1sRERQG9e/Mi4IABqXuum29mTLJpEzOr27dzdmfz5t73sjEGuO8+jui57TaurU0bZnhjGzjQ0/A1sT21v/4K5MzJjsgAUKIEg+qPPkrZ9ycBUqMGx/DMnMmN2c4/nnC0dStvK1fm7Z138ip8OAfvIiKSNI3eCQsKZEViREYCH38MVKjAPab16jGR42yj8Nb589zDunt3wvePGsVeM0OHArlypW7NmTIxa3zwIIPF1LwnlyzJ/bTDhwO//85M8d9/877Fi4HffmM34lq1Eg5krWUg26wZkCWL53izZqrcCTrVq7MevVgxYPVqIFs21qxfuuT2yvxvyxbeOhnZnDlZ5z5mDEuME3PuHPDffwFfnoiIpLGoKGDXLgWyYUCBrAhYNluzJue03nwzs5Njx/K++fN9e65ff+U58ptvXn3fv/9yb2zTpv6b3Vq4cOoDYkeGDMBTT7F8+OxZz89g7FhOcHnsMVairlgRN2MbHc2JLvv2ecqKJYjVqsXbN95go4uxY1lq3K+fq8sKiC1buEm7bFnPsWHDeKWqe3devVqzJm4Qf+gQULs299OKiEh4iYjgPig1egp5xvq7bjKFcuTIYc+dO+f2MiQd2r2bWdhrrwU+/JCzsY1hhrFUKXYK/uEH75+vZ0/gq6/YjGnXrrizW3v04H7UDRs8lY7Bqlkz9gLasIElwg0aMIG1aRNw440MaLNkAbZtY1XqhQsMhPfu5c9SgtiVKywt7tDBM9i3b18GdTNmsPw2XLRvz/+ImzbFPf7ff/xHvnEjP86cGahWjf/hFy5kKUaWLCyxSGr4sYiIhJYFCzjrb+HCpDtYSkAYY85ba5Pp4OIdZWQl3Zs9m1Umc+fyvN7ZW2oM3+d++433e8Najp2pX5+fP2yY575ly5j4eu654A9iAaBFC2amf/2V2Vcn01qlCs/3f/qJJdIlS3Jf7ahRTGwpiA0BmTMDnTrFDdAGD2ZZQo8erKkPF87onfgKFmQWes8eYMoU/sfMmxf4/nvO2O3Zk1fsw+lnISIinj1jKi0OeUkM+RBJH+bPZ9Y0ofezZs2YXV23joma5KxfDxw5wtmpZcsCo0fzebNmBV56iUFe//7+/x4CoWVL4OWX2dUY4IxbgAH66tUM2rNmdW994mdZszLlXqsWcP/9vFKd1ByoUHDxIrOxXbsmfL8xLLsoVQq4+24ei47mn6VLuUdgxw7fWomLiEhw27mTvSFKlHB7JZJKyshKuhYVxfP1229PuMtvs2a8XbDAu+ebNYu3d9zBLr9VqwJ9+nBvabVq/Fo5c/pn7YFWrRontWzZwtimSBHPfVmyKIgNS+XLc/jwkiUsMw518+czKHUaPXkjQwYG8M7eqeSGK4uISGjZuZPZBo3eCXl6BSVdW7MGOHWK42oSUqQIg7iJE5mB3LwZqFSJ+0ITMmsWM7dFijDLu3Ilv8bPP7NEOZSqWDJk8Pxc1MApHXngAdaVDxrEjl+h6sgRlgdXqZKyPb/Fi3NMj69ty0VEJLjt2KFGT2FCgayka05H4qZNE3/M44+z4dHSpZz7um1bws2fRo8G/vgD6Ngx7vHatTmXNRQv/LVty9t27dxdh6SxgQPZDGnEiKvvu3w5+Mf0REcD3boBZ84AkyczIPWVMbzypEBWRCR8REdr9E4YCcFTaxH/mT8fqFEDKFQo8cfcfz+QLx/w/PPA1Kk8Nm9e3MfMmcOAt2VLz57ScHDPPdz3e9NNbq9E0tQtt7A+/v33r87Kdu7MfxjBbNAg/ucePty3suL4ypdXICsiEk4iIngxVoFsWFAgK+nKiROesuBz59hJ+Pbbk/6ca65hheLq1UCOHMDDD/PznGlR69ezT0zVqmx+mjlzYL+HtGQMUL2626sQV7z2GrOyP/0U9/iffwK//ML/TMFo2TLOx733Xv5nTY3y5Tmfy9u25SIiEtycvgcqLQ5Kxpg8xphfjTFzjTHTjDFZknq8AllJV157jdnFixfZz+bKlcT3x8b25JMMUPv04fnxlSvA4sWczNGmDad2/PILkCtX4L8HkTRx6638B71kiefY5cvAoUMM7JzOZv504QLwyCP8z5USx4+zQ3GpUsAXXyTcwc0X5cvzP/v+/al7HhERCQ4avRPs7gcwzFrbAsARAHck9WAFspKurFwJnD7NqsP589l9t3795D+vVClg+3ZuHaxfnx17p05lEHv2LM/p1cVdwkrGjMBtt8UNZCMiuL8IAKZP9//XXLuWI2+aNwcmTPDtc63lDNwjRzgLNnfu1K/HOdFRebGISHjYuZMncSVLur0SSYC1doS11tnAVwjAv0k9XoGspBtXrgCbNvHv06Zxn2u9eiwd9kapUpzKkT07g9mvvuJomh9+AG68MWDLFnFPgwbA338z0wkA+/bxtkIFYPZsljak1r59wOHD/PvevbwtX56b0198EYiM9O55vvySZdBDhng39NkbTumZAlkRkfCg0TvBIJMxZk2sP73iP8AYcyuAfNbaFUk9kV5FSTc2b2ZlZN68zKZu3OhdWXFCnG6+o0cnv8dWJGQ1aMDbZct46wSyffqwFGHhwtQ9/6lTwM03A48+yo+dQHbpUqB3b+CDD9hS3Al0kzJjBmdjPfNM6tYUW7Fi3BivWbIiIuFhxw6VFbsv0lpbJ9afUbHvNMbkBzAcQLKNLhTISrqxbh1vX3iB5cVAyoPQp59mNrZ7d/+sTSQo1a3LzeFOefHevdx3+uCDQM6cqS8vHjgQ+OcfT6nEvn0cwpw3L0f/jBvHcuOaNYHff0/6ufbsYYfi1O6Ljc0YXrlXIBvcZs9mWfmVK26vRESCmTN6R42eglZMc6cpAF6x1u5L7vEKZCXdWLeOyZWnn+b2iHz5gFq1UvZcGTMy+SMS1rJnZzDrBLL79gHFi7MJVKtWLOV19sz66u+/gU8+YUC8fz8bPe3dyxp+x/33A6tWMbBt1oxjdRL6etHRDGRLl07ZWpJSpgyfW4LXiBHA2LG8MCIikpiDB7klRhnZYNYTQC0ArxljfjfGdEnqwQpkJd1Yt46jZHLnZjD7xBMMSEUkCQ0aAGvWAOfPxw00O3RgNnXlypQ97zvvMCB+7z02atq16+pAFgCqVOHsq86dgVdeYevx+I4c4clJmTIpW0tSypThCB5r/f/cknpRUexynS0b8O67Ke94LSLhz6muUSAbtKy1I621+ay1jWP+TErq8QpkJV2Ijua815o1+fH77/M8WkSS0aQJGy4tWsSM7PXX83jr1ux+NmOG78954QIwcybQpQs7IwPA1q18/viBLMCAd+JEjtb55BPOt43NyZgGKpC9cIFBuwSPXbt4cWH9eu61/vhjloF36wacPOn26kQkGGmGbNhJNpBNYDBtEWPMrJguU1/EetwYY8xyY0z/pI6JuGHXLuDMGU8gKyJeatSIJcY//8zByU4gmzcv0LhxyvbJzpkDnDsH3H2354Ri0SLucXSePz5jgP79mRn+9NO49+3ezdtAlBY7z+l8DXHfxo3MqHz+OfDbbzzWti33VB88yEZhyqCLSHw7dnDuokbvhA1vMrLxB9N2ATDeWlsHQC5jTB1jTEcAGa21twIoY4wpn9CxQH0TEhgnT7Ix0qlTbq8k5c6e5XicZ5/lxwpkRXyULRsD1gkTmJmNnTHt0AHYto3ZVF9MnQoUKMAgOVcudgeeO5f3JZSRddxwA3DnncDw4QyEHXv2MNBNLAhODSfLq0A2eDhVAO++y4siFSpw7/bNNwMDBnCO8Pjxri5RRIKQM3pH+8rCRrKBbAKDaXMBqGqMyQvgWgAHADQGMDnmMXMB1E/kWBzGmF7ODKFIb2cFSpoZNAgYOpTnCcHkyhWu7eDBuMdfeonnnB9+CIwZA7RrBxQsyKTPihUMZmvUcGfNIiGtVStPuWbsYPHOO3nrS3nxxYtsEtWhAzsiA0DFisD27fx7UoEsALz8MufafvCB59ju3QxksmXzfh3ectbja8Mna7m3d8IE/okdeEvi9u1jtvXllxO/ijprFrv1RUQA8+ez/N3xyisc9P3kk2rSJSJxafRO2PF6j6wzmBbAOADXA+gDYAuA4wByAHDCiuMAiiRyLA5r7ShnhlCmTJlS+j1IAPz7r6d6z9dkS6C9/DLPVT7+2HMsKgr46ivg2DHgueeARx7hRI/evTm148gRYNgwzb8WSZE77vD8PXagee21QO3avpUXz5vHOv/OnT3HKlTw/D25rOqtt3Kv7DvvAH/+yWO7dwdmfyzA4LhECd8zsrNmATfdxM7L99/PUrbnn+c+B0nc6tX8GQ0ezMzJxx9zALjjv//YYKxPH/5bAFgx4MiYEfjuO/69WzdWEYiIOKN3FMiGFa9O6+MNpn0TwOPW2rcAbAXQA8BZANljHp4z5nkTOiZp5NKl1H3++++zv0mePMEVyE6bxoA0Sxb+3dkGtWIFz2++/JLntuvX87zzww9ZvajrJCKpUL48gwoAuO66uPd16MDA4vBhZkqXLk36uaZOZTataVPPMSeQLVwYuOaa5Nfz6ad8bLduzPDu2RO4QBbwdC72xcaNvF23jvt/W7Zko6ry5bmfc/bslI8uCmcREbydP58lNH37ApUrA5Mn8w1/zhzetmnDYLdaNaB587jPUaoUMHIksGwZu2KLiBw+zBNbNXoKK940e4o/mDYfgBuNMRkB3AzAAlgLT+lwdQB7EzkmAWYtM5YFCgBr16bsOY4cAT77jEmEW27hFrhgsHs3Z97XrctAe+dOjqIEWNmYOTPPFWvW5JgdY9xdr0hY6dKFe1SzZ497vH17vvH89BOzrI0bM6BNyKVL/M/avr2nrBjwBLLJlRU78ucHRo8GNm9mxu7gwcA0enKULu17ILt9O8uda9QAGjbkvs29e4HXX+c4o1atOBtXGdq4IiL4b6xpU2bvf/2VA8C7dOEvpM8/50WM2rU5GmrDBv7Ci++++/hn4EBe6RSR9G3HDt4qIxtWvMmSxhlMC2AFgFEATgHID2AigOkAuhljhgG4B8AviRyTALh8GahVi3tC+/blRerLl4EHHuDFJ18NGcLPf/11oFIlZmTdThxcvMi9rhky8MJ8584MVKdN4/0//cTz5zx5XF2mSPh66y2WOsRXtSozlq+8AixcyDr/hQsTfo4FC7jv8e674x73NZAFGAg2acJAxdrAZ2QPHky+1GXyZM/J0vbtcUumAZYoDxwI7N/PgOzPP5lRDNRezkGDGPB99FHodO2LiGAZtjH8c8cdzGp/9RVfg6VLecybfSKffcbneuABlrOLSPqlGbJhyZtmT/EH0w621lax1ua01ja31p611p4GmzutANDEWnsqoWOB/EbSsz/+4O/5BQtYuXb//ZyUsXUrs7O+OHyYFVndurH6olIlTruI31gprT37LL/Hb7/luW6xYtweNW0azxe3bfP0nRGRAMiYMW4W1WEMy4tPnODVpFy5mElLyNSpvNp0++1xj5cpw5Li+IFfcgYO9FytC2RGtkwZBsv79iX+mOhoBkzOgOqEAllHlizAY4+xfPb8eWD5cv+v+fRpdvXdvZtvoPXqhUYw6wSysWXMyHKc7du5f+Stt7x7rrx5uV92zx7gmWf8v1YRCR07dvB3WPztMRLS/LZv1Vp7wlo72Vp7JKlj4n9z53IP6N69DGbHjgVatGAvjE8+SfycMiGDBrEr8Ouv8+OKFXnrZnnxhAlMXrz0EreWOe66i8Ft1ar8WIGsiEt69GDZ55gxzJLOn3/1Y65cYVOoO+8EsmaNe1/mzNxn++KLvn3dBg08QXGgA1kg6fLio0f5Pa5ezaD+v/+SD8yrVOFtIDKyX3/NLKRTnrttG3DPPVxjMIuIYOY6Iddcw05+voxZatAAePVV/jymTPHPGkUk9Ozcyfdyjd4JK2rAFAbmzmV2snBhbityGhsNGsSMao8ePK9KTkQE8MUXwEMPec7bKlXirVsNn7ZsAXr14hYzJ9HheOgh4NFH2Qj0xx91kU3ENVWrMqtYpgwb7+zefXXQt3Ah34jilxXHfo7cuX3/2iNGcD9F8eK+f663nCA5qf2shw7xdutW7oEFkm8qcs01QJEi/g9ko6I4a/e224A6dViK+8UX/GXhtKMPRtHRLP+Jn5FNrTfeYAfpXr2AAwf8+9wiEhp27FCjpzCkQDbEHT3KbVYtWlx9X/bswLhxwD//cKRect57j+c//ft7jhUtynNLtwLZgQNZhTdx4tWdhwsWBEaN4rrvusud9YlIPE6GNH5WdupUlh0n9GaVGuXLA/36Bba7W7FivFKYVAnw4cO8tZZvWIB3pdKlS/s/kJ01i0F37HLahx9msy5fSnTS2tGjHJfj70A2c2Zg/Hhmo7t3d7/pg4iknfPn+b68c6f2x4YhBbIhbv58/v9M7Nywdm1gwACeVznnVgnZv59NQB9+OG6/FWNYXuxGafGZM2zi1LVrYJMtIuJHFSsyEIkdMEVGckN7u3acyxpqjGGHYecNNyFORhZg0J4hg3cNqAIRyH70EV+D+Ff46tdnU4WoKP9+PX9xRu/4O5AFeAL7ySfAb78BQ4f6//lFJLhcusSLeblyAR98wH4KCmTDjgLZEDd3Lkcy1q6d+GNeeomlx0884TlPiG/oUJ6fvfba1fc5nYvT2owZfN+57760/9oikkLG8MravHme/ZiLFgHHjiVeVhwKWrRgectffyV8vxPIXn89r8KVLs1ykuSULs0riZGR/lnnX3+xjPupp65uztWgARs+bdrkn6/lb4EMZAHus+nUib/o/vwzMF9DRNw1Zw7w9NOcxfjJJ8yE9OvH+1RaHHYUyIa4JUvYKDSpveuZMrFx48WL3EqWkEWLuL82oX2mlSrx/OLsWb8s2WsTJvCc8NZb0/brikgqtWnDgOmPP/jxlCmcBXrHHe6uKzWaN+dtYqW5hw9zv0P9mPHp3nZgLl2aGdLErjL66pNPuK/k0Uevvs9Z29KlST+HtSzR8aa5gj8FOpA1hvtRChfmFdLz5wPzdUTEHRcv8mLV11+za/m0aexZ4DSQU0Y27CiQDWEXLrCfSrVqyT+2bFk2TFq06Or7rlwBNm8GqldP+HOdzsXbt6d8rb76919mm7t29W5coIgEkebNmQ385Re+wUybxuA2e3a3V5ZyJUoAlSsnHsgeOsQr/zfdxI99CWQB/5QX//cfGyN06wbkz3/1/ddfzyBxyZKkn2fNGgbCY8emfk2+iIjgv5tChQL3NfLn5xy37dvZKVBEwseCBcC5c9ze8ccfHA1XpAgwcyazsr7MKpeQoBAhhO3YwQvnlSt79/j69VlRFv8i+7ZtPNdMLJBNy87FR44Ab77JBqbWciauiISYXLmARo040Przz3llqkcPt1eVes2bA4sX86p/fIcOsSmUm4Hsl19ybX36JHy/MfxFsGRJ4nt9AeD333m7eXPq1+QLZ/ROoK9eNm3KIPbzz3mCKyLhYcYM/v5p0iTu8Zo1WZKozEjY0SsawrZs4a23gWyDBjx3WbYs7vENG3ibWGa3XDn+3w9kILt+PcfpXH89Z93ffDN7cjgzYkUkxLRtyzep115jo6SWLd1eUeq1aMFSmJ9/vvq+w4c9GdlPPmE5iTeuvZZvsEnNqPXGlSvAZ5+xa7QznzYh9esz6N63L/HHOIGs80smrUREBK6sOL533gFq1GCHwyMadS8S8qKj2SG0VaurZ5VL2FIgG8K2bOEFdm/3rt98M6u2liwBTp4EPv6Y5z4bN7IniVNCHF/WrGy+6e9ANiqKF88aN+bFsqlTOeZv2zZeJG/Y0L9fT0TSUJs2vD17lh0jAzkeJ620aMGra889x4ZOjqgoBkPFizMoffppduHzRubMDGa9zcgePszyufh++IEzWGOP3ElI06a8HTUq4fsjIz17aLdsSTpz629ORjYtZM3KRgxnz/IqqkbyiIS2lSvZkK99e7dXImlIgWwI27qVVWnebjvLnh2oU4fnKM88A/Ttyx4sGzZwvGD8Bpex+XMEz5kzDKIrVOD2hT17gPff55z64cO9r8gTkSBWrhw7tT3+ODNf4SBzZgaAERFxB24fPcpgtlixlD2vLyN43n6bAXXs5lDR0Ry5U64c0Lp10p9fuTLwwANsVb9jx9X3r18PnD4N3HILcPw4v7dAGzSIVzEPHEi7jCzAn8WwYexy+umnafd1RcT/pk9nd9Pk3gMlrCiQDWFbtnj2r3qrQQNgxQr2ugCAMWOYkU2uYVSlSuyNkZrxg3v2MJFRsiSD6KJFGUjv2gW88IL3CQwRCRHLlrHcNZw4s8yGDwdWreKxw4d5m9KB174EsitXMnB1GjFt28b9yCtXct+nN3vAhgxhRvKJJ4CdO+NmXZ2y4t69eRvo8uLz54E33uAvo0uXeFU1LT3+OMvg+/WLO1rJWnYcXLs2bdcjIinjlPjlzev2SiQNKZANUVFRDCy93R/raNCA50BlywKvvspxg4cPexfIXrzIcYeJsRaYNAkYONBzXmQte6N07MhkwfDhPGdYuZLnuHffzQtoIhKGjAmPkuL43n2XQeujj3J/hjNDNjWB7JEjccuVE3LhAq88AsBXXwF79zKw3rSJ4yYee8y7r1esGL+H+fO5NyV/fu6tffllvolXrOhplhLohk8rV/JnOH06s8wPPRTYrxefMQyi8+Rhd0HnF1379tzX/eyzabseEUnchg18zzh3Lu7xrVt5Ua9DB3fWJa5RIBui9u3j71tfA9lGjbj39KuveMHduXifXCDr7J9NrLz46FGgc2fg3nuBAQOYqLAWuPNOfs1Fi4CXXmLSYfx4T2NPEZGQkzs3S1E3bmRpamoDWSdonDw56cetX889rPfcwzfThg358apVDAB9uWjw1FNc/5df8o371Cl+L2vWsDtzyZJAzpyBz8guXsx1N2iQNh2LE1K4MDPcf/3FssQbbuA+5BIl2FBCRNwXFQXUq8dtD3nzxp0nOWMGb++80521iWsUyIYop/GSr6XFuXLx/37DhjxPueMOHk9s9I4jqRE806ezSebMmdy+lTMnMHIkR0j+/DOblh44wARAWm5/EhEJmA4dgLvu4pU7pzlSkSIpe6569dhEasSIpJsrOaXM773HE7kDB4DRo73v+BffjTcCjzzCN+zVq5kR3rCBe1aN4ZXSQAeyS5bwSqrb5YCtWrFJ12+/8Rfk33+z23ZyWXIRSRt79zIT27u3p/TfMX06ULs2G+dJuqKizhDl6+idxLz3Hi+EFy6c9OMKFmT1WexA9uRJjiv87jt2HV64kOdiBw/y4vbatex2/OabSTeSEhEJScOH803422+BQoXY/j0ljOHJ2ZNPMqBMrGRl1SpeDSxThiN+jh1jdtZfsmaNW55TuXLCHZL95coVYPlyoGfPwH0NX3z4IddSrRpfk1y52PhKRNznlATefz/3pjn71w8fZrnxwIHurU1co4xsiFq3judN+fOn7nmqVeO2qOQYE7dz8e7dbEQ6YQL7dKxY4Zn5+vjjLHvetImNPRXEikhYKlGC2Usg5WXFjgceYDnLiBGJP2bVKqBuXf69Wzd2zQukypV5ZTJQwdyff7LZU7DMWsuYkeVJTol2rlzMyKblCKJQo7FFklacE9AKFZh9XbuW/zdnzuSt9semSwpkQ9CmTcD337NRUlqqUYNVYH36cEvXmTO8KDZwYNxERPXqzPKWK8dzMxGRsPX44yxBdQLMlMqdm9nVadMSDg6OH2eH4bRsMHDjjbydPZu333wDvPWW/55/8WLeNmjgv+f0p9y5mTW+dMntlQSnxYuBAgU8/z5EAmn7do63KFiQgex//3F7xYwZbJjnZFMkXVFpcYixloFk7tzcj5qW/vc/9hX59FNuZ1qwgCXFCZk+nY9VNlZEwlqGDMC8ef7pzlyvHjvx7djh6bDncMbipGUg27Ilg9l+/djpuGdPNlypWBHo0iX1z//HH7zimdK9xYGWKxdvz5wBsmVzdy3BZsMGNtY5dYplnU7DDZFA2baN7z3GMJAF2PRl/nxuywjHDvmSLGVkQ8zUqexF8c47vBCalvLlA0aNYqPLNWsSD2IBljwnt+9WRCQs+OsEysnqrl4d9/jRo2xEVK4cx+2klUyZuBd33z6O5ylWDKhTh/NnjxxJ/fNv2ZJ8y3w3xQ5kxWP3bgauOXPyl723M5BFUsMJZAGW/mXMyEYvly9zXJakSwpkQ8i5c5x3X7269+MCA6FqVfYaERERP6pcGcienVcKHVFR3KOFAdgAAAAgAElEQVRx7BgwZQrvT0uNG3O22uXL7OL33Xfc1/roo6nbO3rlCrBrl++t99NS7ty8VcMnjyNHgBYt+O9h7lz+m1UgK4F25gzHnFWowI+zZ+e4jC1bmNWpV8/d9YlrFMiGkEGDuB1g+HBeiBIRkTCSKRNQq1bcjOy77zJgGD6cjQrc4LShb9aMged773G22tixiX/OCy+w+cq+fQnfv2sX958EcyCrjGxcp05xTNHhw5yvd8MNvKqtQFYCbccO3sbecuGUF7dty/dOSZcUyIaI3buB999n1/Fg7YshIiKpVLcu29JHRrIRwZtvMiP7yCPuremaaxhgO/r0ARo1Ap55JuFANTIS+OILNmGpWpVdReNzOpDG3wscTJSR9bh4keWbmzYBP/wA3HILj5cuDUREMEMrEigJvV84gay6FadrCmRDxLPPsnHSkCFur0RERAKmTh3gwgUO5r7vPmYsR44MrkYmGTIAX3/N0uKHH766y/K6dcDZs8zcVqjAK7A7d8Z9jDOUPJgD2VDJyM6bB6xfH9iv8cQTbKzz7bdxGzuVLs1/B/v3B/brS/q2bRvfA8uV8xzr2pUNY1q3dm9d4joFsiHg11+Bn34CXn899aMKRUQkiDkNnzp3ZjA4ZQqb6gSb0qWBYcMYcMeffeuM1XnwQY4TypSJo4UuXvQ8ZutWNo/Kkyft1uyrUAhkL1/miXzNmsyYrl3r/6/x00+8cPHqqwweYitdmrcqL5ZA2r4duP76uN3D8+cHXnst7vxHSXcUyAa548dZvVWhAtC3r9urERGRgCpXjiWtp08zQKxSxe0VJe6RR5id69ePV1wdixbx+yheHLjuOs6fXbeO+2YdsTuQBqtQKC0+fJil3E2b8gJCnTrcM7hqlX+e/7//2NirenWWucenQFYCLSqKo7o0J1YSoEA2iG3fzm0o+/axskwXnUREwlyGDGxL368f0L2726tJmjHAmDFAqVLMCt5/P8uilywBGjb0PK5dO7bc/+wzzpCzlhnZYG70BHgy4cGckT14kLcvvMCThXfeAZYvB26+mXsHjx1L3fOPHw/8+y8zsgmdhJQowX1PgQ5kIyOZDf7888B+HQk+s2fz3/aDD7q9EglCCmSDlLVsDnjyJOfGNm3q9opERCRNDBkCDB7s9iq8U7w4s61vvglMmMDRLCdPshlUbO+9x+CqZ09g5UrgxIngz8hmyADkyBHcGVknkC1Rghnk114D9u4F/vc/Zslvugn4+++UP/+qVXzuxAbHZ8zIrHugA9mhQ4Hvvwdefjm4Xw/xv5EjgaJF1dRJEqRANkgdPsxOxf37A7fd5vZqREREEpE1KzBgAIOnpUt5LH4gmzkzMGkSg8N27Xgs2DOyAINDf2dkT5zgHF1/iB3IOnLl4n7WRYs487djx6sbciXl6FFmQAGOgnL2bSemdOnABrKbNwNvvMF1nDoFjBoVuK8lwWXPHmDWLKBXL76HiMSjQDZIrVvH28QugoqIiASVV14Bevdm5vX666++//rruV/2v//4cSgEsrly+TeQjYri/FV/ZdwPHuSFhPz5r77vlluADz7gPqWFC717vtOnub958GBm1nfs8D6Q/e8/4Pffff4WktWvH1+HmTNZnvbhhxr3kx4sXszRYxkycJ+2SAIUyAYpp5N+9erurkNERMQrxrBB1fLliT/mzjtZHnrddfwT7HLl8m8p6+bNwJEjwMaN/nm+gweZjU1sPNPddwMFC17dWToxc+bw+x0/Hlizhse8CWSPHgWqVQOaNAGefNJ/Gefjx7mmnj2BIkUY1B46xFm2En6sZUl8gwas6ti5kzOpS5Z0e2USpBTIBql16zzNK0VEREJGcjNv33uPe2cyhMApiL9Li1eu5O3evf55voiIpE/ys2ZlEDhjBh+bnBkzeLtlC7PnADshJ6VsWd7mzAk8/jiD5h49kv9a3pg+nWXO99zDj5s3575l5+co4SE6mo3gatdm47h9+4Dhw/n/pGdPt1cnQSwEfoukT+vWqaxYRETCVMaMbq/AO/7OyPo7kHUyskl57DFmul58Ebh0KfHHXbkC/PIL0LIlL0aMH88r6vnyJf38HToAX37JDO7IkSwHnTfP9+8lIZMnA2XKALVq8eMMGYDKlVPXwEqCx5UrvGBSpQpnZ587B3z1FTOxTz0FZM/u9golyCmQDUKnTvFitQJZERERF/k7I+vMdz16lCftqWGtd4Fs6dJslvT990D9+hynk5Bly7gv9rHHWNppbfJlxQDH8jzyiKeErHx5fo2kgmZvHDsGzJ/PbGzsLH+VKikLZKOjtbc2WFy8yIseFSoADz3EyoFJk1h636OH5k0KjDFFjDFLknucAtkgMnIkcOONwIIF/LhGDXfXIyIikq75s9nT2bPApk3McgLA/v2pe77jxxksJhfIAuwqPW0as6ajRyf8mBkzGFA0b869tYB3gWx8117LW29KmZMybRqbY3XuHPd4lSoc7XDihG/P9/77DJx86eAs/nX2LBuQlS4NPPEEx+rMnMkyxHvuCZ1KDQkoY0w+AN8AyJHcYxXIBpFZs/g77qGH+LEysiIiIi7yZ2nx2rUMorp04cepLS9OaPROUjp0YBDtNHGK7Z9/gHHjgNtv517Xrl1ZYpyS2Z3+CmQnT+b+2/gnQzfcwNvNm317vp9/5t5Lf5V1i/eOHwcGDmTn8hdf5MWIhQuBP/4A2rZNfl+9pDdRALoASPbNV4FsENmwAShcmBd/ixblHxEREXFJ7twsR01tmSzg2R/rZBjTOpAF2LgpfiBrLRvqnDnjGQtUsCAwezYzZ75yAtkDB3z/XMd//zHQiV9WDDAIAnwrL7540VPWvWFDytclvjlyBHjpJQawAwawtH3FCpaMN2miADb9ymSMWRPrT6/Yd1prT1trT3n1RIFZnyTkyhXgwQeBYsWAoUPj/v89fpzv+YMH8yJmjmST6SIiIhJQuXLx9swZlt2mxsqVbFx0443cA+hWIPv999zDWrgwj33+OZs8ffyxJ0hMDX8Esk5ZsdOtOLbrruNJki+B7Nq1nv2x69cDd92V8rVJ8g4fBv73P2DMGP7cu3ThnOkbb3R7ZRIcIq21ybRD944C2TT0/PP8/QHwd9lTT3nuc0bKVa/OMWkiIiListiBbMGCqXuuVavYRClDBgZj+/al7vkOHuQV8WLFvP8cZ5TO2rVAq1bA1q08OWnZMu5JSWpccw2QP3/qAtnJk9k0qnr1q+9LSefiZct4W7SoMrJp4f77gaVLmb156SW+liIBoNLiNDJuHEdi9e3LefDPPgssXuy533lfTeg9W0RERFzgdOJNbcOnQ4dYbnXzzfy4VCn/ZGQLF/atw2vNmgx+16xhpuz++xl4fv21f+f6XnttygPZo0cTLyt2VKni2x7ZpUvZ6KlRIwWyCdm2Ddi1yz/PdekSLxz06cPGYgpiJYAUyKaRL7/k++777wPffsuMbOfOnl4IGzcChQoBRYq4u04RERGJ4WRkT58Gxo7lPqCUcPbH+jOQPXDAt7JigIF5xYoMZN98E/jzTwYbvmR1vVGyZMoD2R9/ZFOshMqKHU7n4uXLOXM0KdHRDKzq1+c4iL17OWZIgAsXWPJbpQrQqZN/nnP9el4kufVW/zyfpFvW2sbJPSbZQNYYk8cY86sxZq4xZpoxJkvM8RHGmHaxHjfGGLPcGNM/qWPp0aVLrChq0QLIlAnIkweYPh04f57vGxcv8gJh9era9y4iIhI0nEB29mzOt+zTJ2XPs3IlkDmzZ65eqVLsFLxjB/D440D79hxZ4E2n361bgWbNuKZq1XxfS506nPM3eDDnv6akM3FyvM3InjgBnIrX02XyZGZPk9pPWbUqb2+7jRm/kSMTf+zWrbwAUa+ep+zN2c+Vni1Zwn+PgwYxu7JhA2f3xnflCkdqeDuDd/ly3iqQlTTgTUb2fgDDrLUtABwBcIcxpgGAotbamQBgjOkIIKO19lYAZYwx5RM6FqDvIej9+SeD1QYNPMcqV2ZmdtUqoHdvbvVQWbGIiEgQcUqLv/uOt+PHe07UfbFyJX/JZ8vGj6+/nreNGvFkYO9eYMoUZsamTEn6uV55hRnVIUO4Z8lXtWsD585xtM2HH/r++d649loGj+fPJ/24tm2B++7zfPzvv8DvvyddVgxw1u3YscCkSUCbNpxJOnTo1Y+LjOTPyxigcWPPiVbs8uLoaF5QWLyYHZzD3ZkzwJNPAg0bMjidNw/46ivet3Tp1Y/v1YsXFXLnZnD6zDPAhAnMhCf081qxgq9/8eKB/T5E4EUga60dYa2dF/NhIQAnAHwJYK8xpn3M8cYAJsf8fS6A+okci8MY08tpvRwZGZnS7yHoLVnC23r14h6/6y6gf3++F1+8qEBWREQkqDgZ2f37GXQWL84T+eho758jKoqBp1NWDDAjC3DMzC+/MLD66y9mIh99lCWfCbGWgcKdd3IeZ86cvn9PLVtyrM748Sn7fG94M0v26FFeFFi8mD8jwLuyYoDlbd2783E//si9Wi+8wFmlTnBlLX+WP/3EgL9MGZZQFyzIAPipp1hunCePZ//s7Nmp/96D2cmTPNkcOZJNWzZt4uzgunXZlTt28xaAHUrHjmW1wFNPsapg9GjurS5fnlmZwYOZtXUsX65srKQZr/fIGmNuBZAPQAUAmwEMAXCTMeZpADkAxPSBx3EARRI5Foe1dpS1to61tk6mTOHbQNnpMeB0uo9twACgdWv+3ak4EhERkSDgZGQBnrwPGgSsXs0Ojt7asgU4ezZuIFu1KlCpErOxTZrwWJkybKRx6hQwdWrCzxURwdmcsZ/LV5UrA7t3AzfdlPLnSI43I3jmz2ewefasp3HT5Mn8uTilw97IkgWYOJHB1oAB7JJrLTPWY8fy2JNP8rHGMMhatgz45ht+/NBDDM7y5WNwH84WLQL27AF++IHZeGfWY9aswC23xA1k9+5l2futt7LRywcf8P5Tp7gP9rPP2Nzl5ZeBL77g5xw6xIs+t9yS5t+apE9eRY/GmPwAhgPoBOBFAKOstUeMMeMA/A/AAQDZYx6eEwyQzyZwLN2JjmYg27FjwvdnzMgLXvPn+/a+LSIiIgHmZCyN4T7WggWBTz/lyXvHjt5lNOM3egKAvHkZ4MbXqBEzXV9+CXTr5t1zBSNvAtk5cxiEXr7M76tQIQZa/fv73jAkY0bOLL3mGl4M2LqVme4uXYA33oj72HHjWMJcpkzcTs0rV7Jk9vx5Pk84WrOGP6uWLa++r2FDzn49cwbInh144AGexI4fzwy4I1MmZnWrV2dJd506wKhRvFiwYgUfo4yspBFvmj1lATAFwCvW2n0AdgIoE3N3HQD7AKyFp3S4OoC9iRxLd7ZsYS+D+lcVVnvkysUyYzV6EhERCSKZMvGkvn59llVlyAB8/DE75r73nnfPsXIlA1dvxpAYwwZMS5YwGEvoubJmDf69SCVL8jaxQNZaYO5cNprKn5/f1/ffM3Dq0iVlXzNDBl5kePFFYOZMZp5Hj7765Cp3bqBcuavHDXXtyr3DM2em7OuHgtWrmTVJKFBv2JA//8WLWaK9bBnw+ecsQ09Kr14si1+xgiXbWbJwzJNIGjA2mY3txpjeAN4F4OyM/xpAW7BUODOAuwGcAbAEwAIArQDcAsDGP2atjdeaziNHjhz23LlzqflegtJnn3FbwY4dfN8UERGREPLOO8wwNWvmOdatG5sybdmS/Il+jRqcrTdnjndf759/GAg+8wzLOWNr2JD7EVPScCqtFSnCK/Xt2jGovOEG3hYowMCnWjVmUadOZcCbNSsD3LVrU/d1rWUwWru2b+OJoqKA667jftHp01O3hmBkLbPeHTowwI/v7FlecHH2K3frxtL35Jw5w73HBQqwrHjAAI52EkmEMea8tTaHX54ruUDW6ycyJh+A5gAWW2uPJHYsMeEayN52G7cTbNqkjKuIiEhYOHiQzS9at066y/C5c8wAvvYa8NZb3j9/p07MjEVEMMAD2IE3Tx42MProo9StPy188AFLdbdujdu8qlAh/kx27WIAO2YMgx8AGDYMePZZV5YLAHjuOWYgjh6Nuz86HOzZw3LqkSO59zUhw4fzNalRg/8GnX97yenVi+XwnTszsx4/2y0Siz8DWb91WLLWnoCnS3Gix9KT7dt50XTIEAWxIiIiYaNECY51ef117uts1Cjhx61dy3JNX/e0Pvoou/H+9BODA4Bz+s6fD2yTJn964QX+iY5mpm7LFs+fzZvZEKhkSU9joAwZgHvvdXfN7dqxCdLvv7MzdChbuZJjo6KigLvv5jgkgBnnxDz9dMq+1htvAEWLcu+4glhJQ37LyKZWOGZkX3uNDQ4jIlh1ISIiImHiwgWWyhYt6mlyE9/77wP9+rG5UKFC3j93VBSzZxUrci8pwP2KvXtzfmfZsqlff7A4cYL7ZJs393yvbrl0iSWyDz3E/bahrHVrzojNlo0XE+64A/j5Z+D0ae8zrSIB4M+MrC6bBEhUFLcW3HGHglgREZGwkz070KcPM187dvDYrFmcDetYuZIBqS9BLMDOsg8/zEBkzx4emzuXezjLlEn6c0NNvnxsoOVt86xAypoVaNzY+/3MwcpaYNUq4MEHWdqdJQsz/NWqKYiVsKJANkAWLmQm9qGH3F6JiIiIBMQ99/B20iRmZdu04SgSx6pVKS8FfvhhlmmOGcMRNfPmAa1ahedepT592JwpGLRowaz37t1uryTldu0Cjh1jSXuJEsCIETxep4676xLxM7/tkZW4vvmGzd/atXN7JSIiIhIQJUtyNM+kSZ5OwhERvD18mI1zUjrz9dprWdb19dfcg3v2LMtFJbCcGavz5gGPPebuWpIzfTpnG8ef8Rh/3vC997JsumHDtF2fSIApIxsAp06xgqNrV25NEBERkTB1770cTTBrFj8+fJi38YOJlHjkEeDQIeD551ke2rRp6tYqyatQgSXcwV5e/O+/rAho1AgYOpTlxI6VKzkrtkoVfmwMSwTDrSxd0j0FsgEwZQp7QKisWEREJMzdfTdLgPPkYdB66BCPb9vG2xtvTPlzt23Leax//QU0aADkzJn69UrSjAHat2djpF273F5NXFFRnDMMsPTvyhWgSRN2h37wQc+Yo5UrWUacSYWXEt4UyAbA2LFsZJhUh3MREREJA0WKcEzBRx8BlSp5MrL797Mbb2qCz8yZgR49+HeVFaedl19mBvzll91eSVwvvcRs8fLlnNtavz6bgL39NjBuHC927NwJrF+fukoAkRChQNbP/vgDWLaM2dhw7McgIiIi8bz1Fn/xFysGHDnimZ167bWpf+4nn2QQ26VL6p9LvFO8OMcmTZ0KLF3q9mro7FkGr5cvsyHVjh1Ar16sBujfnzOHt28HqlfnY5z5vCJhTIGsH0VGAk88wd4PTzzh9mpEREQkTRUvznLPY8cYyF53Xeqfs2RJ4Jdf2H1W0s7zz/PCxFtvubeGixcZvP77LzOup08DX3zBCyV587Ks3dGuHUuKS5RgcKtAVtIBFc/70YgRwIYNvICnbSwiIiLpjDM4/vBhBrINGri7Hkm5HDmARx9l2e6BA/7Jrvvi0CGgY0cGp4MGcbZwzZpcU82awPnznGUcW+XKwJo13NtbvHjarlfEBcrI+snhw8Drr7Pao2NHt1cjIiIiac4JZLdvB06e9E9GVtzz4IPsBjxunOeYtcCvv3KUTd26zI76m9OsadMmYPBgZmJ37GC5nzH8uo0aJfy5uXMz0BVJBxTI+km/fqwA+fRT7Y0VERFJl5wsmDN6J62zeOJfZcsyq/7NNwxYf/yRAWbr1myotGaNZ36wv3z7LYPUbNn43P368XbgQOCBB/z7tURCnAJZP1i0iBfr+vUDypd3ezUiIiLiCicj6wSyysiGvu7dOUqpXDmgUydmR8eMAfbsAbJmBSZP9s/XiYzkvtzu3YHbbgNWrfKMbipXDnjjDQa3IvL/jI09QNlFOXLksOfOnXN7GT67coUVHGfPAps3c/60iIiIpFP58rFr7Pnz/utcLO45fZqZ2aJFOWapc2fuVwWAu+7iRYuICDZYSo233gLefBN46ilg2DCOXhIJQ8aY89baHP54LjV7SqVPPgH+/huYMUNBrIiISLpXvDivbGfI4MnQSujKnZvNnrJkuTpYveceYPp0zl1MbWOvP/5gZmT48NQ9j0g6otLiVNizBxgwAGjThl3PRUREJJ1zgtcSJYBMyheEhWzZEs64tm3L+779NvVfY/t2oGLF1D+PSDqiQDYFIiKApk25ZSEykllZNXgSERGR/w9ktT82/OXKxT2to0cDL72U8g7Gly4B+/YBFSr4d30iYU6XClPgww+BJUu4VeK++4AyZdxekYiIiAQFp3OxAtn04dNPma0dMoTZ2YEDfX+O3bsZBCuQFfGJMrI+iowEJkxgOfFbbwGVKrm9IhEREQkaTkZWTZ7Sh0yZgM8+YxOooUOBY8eAxYuBKlWAqVO9e47t23mr0RciPlEg66P584EjRzgjW0RERCQOlRanP8aw4/C5c8zIdusGbN3K4Pa55zjiIikKZEVSRIGsj777jp3127RxeyUiIiISdEqV4m3Zsq4uQ9JYlSqcMzt8OHDwILBoEfD009yP1rgxjyVm+3agUCGeYIqI1xTI+uD0aWDaNKBLF87AFhEREYnjppuAuXOBFi3cXomktddf55ie/v2B+vXZDXTiRGDDBo7WWbAg4c/bsUP7Y0VSQIGsD0aPBi5cAHr2dHslIiIiEpSMAZo3T3hci4S36tWBQ4c4m9Fx773A6tVAwYK8uPG//13d3Xj7dpUVi6SA3mW9dOUK8NFHQKNGQJ06bq9GRERERIJOgQJXH6tcGVi1ikFt//5Au3bA8eO878wZ4PBhZWRFUkDjd7w0eTJw4AAwYoTbKxERERGRkJIzJzBuHEuO+/YFatViV2Mnc69AVsRnxlrr9hoAADly5LDnzp1zexkJspbvN5cuAZs2qVpIRERERFJo9Wrg7rvZAKpQIY7D2LgRuPFGt1cmEnDGmPPW2hz+eC5lZL1w+jRQtCi7qCuIFREREZEUq1sX+PNPYNgw7o/NmBGoVMntVYmEHGVkfWAteziIiIiIiIiIb/yZkVV+0QcKYkVERERERNynQFZERERERERCigJZERERERERCSkKZEVERERERCSkKJAVERERERGRkKJAVkRERERERFxnjBljjFlujOmf3GMVyIqIiIiIiIirjDEdAWS01t4KoIwxpnxSj1cgKyIiIiIiIm5rDGByzN/nAqif1IMVyIqIiIiIiEhayGSMWRPrT69Y9+UAcDDm78cBFEnyiQK1QhEREREREZFYIq21dRK57yyA7DF/z4lkkq7KyIqIiIiIiIjb1sJTTlwdwN6kHmystYFekFeMMdEALri9jkRkAhDp9iLEK3qtQpdeu9Cl1y606fULXXrtQpdeu9Ch18q/sltrE0ymGmNyA1gCYAGAVgBusdaeSuyJgiaQDWbGmDVJpMAliOi1Cl167UKXXrvQptcvdOm1C1167UKHXqu0ZYzJB6A5gMXW2iNJPVZ7ZEVERERERMR11toT8HQuTpL2yIqIiIiIiEhIUSDrnVFuL0C8ptcqdOm1C1167UKbXr/QpdcudOm1Cx16rYKU9siKiIiIiIhISFFGVkREREREREKKAlkREREREREJKQpkRUREREREJKQokI3HGGPcXoMkzhiTxRhT1Bhzo9trkZQxxtR1ew2SMsaY1saY5m6vQ1LGGJPD7TVIyun8JHTptQtuOrcMXQpkARhjshtj3jPGZLTqfhXsOgB4GsAkY0xDtxcj3jPGNDHG/AjgCWPMNTHH9Ms9BBhjbjHGTAXwOYDsMcf02oUIY0w9Y8wkAEOMMbXcXo94zxiTyxjzojEmg85PQovOLUOKzi1DlAJZKgrgTgAPAYAxRj+XIGSMyQygE4DvAQwAcLerCxJf9QcwzVrbA0BhANAv9+BnjOkE4DUAwwE8B6AqoNcuVBhjsgDoBeBrAH8CeMEYU8DdVYkPKgNoD6AtoAtIIUbnliFA55ahLd3+pzLGNDfGlI/5sDSA7wDcb4y5zlobrV8WwSPmtSoHIBrAD9bavwCcBHCDMaaSu6uTpMS8dhViPpwIoL4xZi2AMcaYR4wx+V1cniTBGNPSGFMMwM8A2ltrFwHYBeBYzP16jwxiMf/3ygAoCKCItXa2tXYMgOIAqri7OklKzOvmnGCXBvAbgLuMMUV0ASm46dwydOjcMjyku0DWGJPPGLMQvEo21BhTA8AOa+0gAFMAvAwo2xAM4r1WwwDcAGBuzN15AGwG8FzMayhBJN5r94ExpgqArAAuAmgAoA+AajF/JIjEeu3aAfgCDHqc3xWlANQA9B4ZrGK9fu0BfAT+v8ttjHnBGFMfwAEwuJUgFLMH/VMAsNZeAbDEWvs6gNUAHnZzbZI4nVuGDp1bhpd0F8gCiASwx1r7NICPATQCUB4ArLUjAVwb88teZSDui/1afQTgdgDVAcBaO8Va2wfAEQC3AMoQBZnYr91wAPXB1+p9a+15a+3fAHIAqO3iGiVhzmv3FPj/riH4+sFaOw1AvlgZBwk+sV+/T8HX7jsAmcBsbEUAFtB7ZrAxxmQE0ARAUWPMEzGH/4m5nQmgtDGmesxj9doFF51bhg6dW4aR9Pif6XoAmY0xecBynf8AVDHGXB9z/+cA/gcA1tpod5YoMZzXKi+A3wH8C6CGMaa8MaZtTElIPsSclOlKZ1CJ/dotAHAOQDEwM9TGGJMJPLHe5+IaJWHx/98dBXCjMebamP2WzkUICU6xX7/5MccsgDHW2skAxgDICeg9M5jENHOKAvAtgJYA7jbGFLLWRhljjLX2APhe2gfQaxeEdG4ZOnRuGUbCPpA19P/fp7V2E/hLvHnMm8laACUA5I25/xcAn8Z8nq7CpKEkXslJHv8AAAb1SURBVKvbY71WhQAUAVAWwFAAZwGMdmG5EosXr90asMFTEQB3AVgC4AyAH11YrsTi5f+7kgDyWmsvA7jWnZVKQrx4/VYDKANmYwGWiv+V5guVq8R+7WIFN8estUcBzAHwasx9zon0bADT03yhchWdW4YOnVuGNxOOFxqMMU0AZLfWzop3vB2A2wAcBNAUwDPW2gPGmPEA5lhrv0371aZvKXitvgcw01o73hiTzVp7Me1XLUCKXrtJYEOFycaYXNbaM2m/agFS/B65wFr7lf7fuS8Fr98EAPOstV8bY7Jbay+k/aoFSPK1awVe5BtjrV0Zc+wXAO9Ya5fHZGXD74QthMSUBmex1i6Md1znlkEmBa+Vzi1DVCa3F+BPMVdcPgEbyBw0xlS11g4xbDTTF7ziMtxau8AYEwmgtzGmLHjlZbdrC0+HUvla7QMAvdG4I5Wv3SEAUBDrjlS+dtsB/b9zUypfvx0AoCDWHV6+dh9ba1fGClrHg6NAliuIdU/MVpiPAZQDcMoY08BaO9CwV8BLYPM0nVsGgf9r7/5C/a7rOI4/33MFLQgalkolGiOpzA5BSRCxoTDIkUigtUgJJYhuuvFiaqF1oXlhgQQRWiS4i5Qs8MK6kBkkBYuKxP/d9EcqqkNDE6b06uLz3TrJORtb2/n+3vs9HzD4nZ3vOXwOz/3YeZ/z+X2+/2crv7ds6IwaZIFtjIMRdgLbgYeAOxkn/f0iydptAvcwtjpeyfgG7fFNXals1Zft+rJdb/br60TaAZBkP7B/E9eo9b0FOJxkd41bxn2vxq3JbgAOJvnWmmt93s3LVkum/dbiqroY2Jvkpqp6E/A14BnGvQ4/zHidyVNJnp2uP2vN4Qm9v/hmbNWX7fqyXW/26+tk2822YB01tft0kn1VdTbwc8aJ0i8w7q39nSQPrLl+S6b7xPq821y2Wm5nwmFPOxg3m35fkkOMrTv/ZBxI8nXgCmB3VW2t/54K6Clk87BVX7bry3a92a+vk2qnhbAD2FtV70/yN+DbjGafZ5xm+1c4upX16GFdPu9mYasl1m6Qrarzq+qaaasAjO06DwE3AyR5inFD40eSPAf8EXhXklfjkeebylZ92a4v2/Vmv75s19cx2h05OfrO6fH9jC3iK9PfvzrDcpearbRWq0F22j7wIOOwhJur6kPAj5J8cby7rpku/TNwV1XdC9yI+943na36sl1ftuvNfn3Zrq/jtKOqrgZI8mySVeBp4NdzrXeZ2Uqv1eI1slX1CcZJYz8F9iW5tqp2A+8BfpXkQFV9EPgKcMW09/1S4APAD5L8ZbbFLxlb9WW7vmzXm/36sl1fJ9DuNmDPkd+aV9Ue4NEk/5pr7cvGVtrIQg+y0372e6c3X2a8tqSA24HDwMcYe+PvTvJiVX0TWE1yyxzrXWa26st2fdmuN/v1Zbu+TrLd35N8eY71LjNb6XgWfWvxv4HfJbmO8dPMjwBvB3YkeYmxZeD1wAXT9V8CHl3n8+j0s1VftuvLdr3Zry/b9XUy7Q5s/jKFrXQciz7IbgEeA0jyAvAk4zjtPVW1g/EPeBfjpzQk+UcS/6OYh636sl1ftuvNfn3Zri/b9WErHdPWuRdwLNMJY48BVNU7gAuTXF5VnwS+CqwCfwJenG+VAlt1Zru+bNeb/fqyXV+268NWOp6FHmSPqKotwCvA41X1buAixo3EV4E/eFjC4rBVX7bry3a92a8v2/Vluz5spY0s9GFPa1XVx4EfAj8B9ie5b+YlaQO26st2fdmuN/v1Zbu+bNeHrbSeToPsLuBS4K4kh+dejzZmq75s15fterNfX7bry3Z92Err6TTIVrosdsnZqi/b9WW73uzXl+36sl0fttJ62gyykiRJkiTB4t9+R5IkSZKk/+EgK0mSJElqxUFWkqTTqKpuraqdG7xvpapWNnlJkiS15yArSdJ8VqY/kiTpBGydewGSJJ1pqurNwAPAWUABB6vqEeCNwPNJPltVtwNXTdd/JsllVbUNuA94K/DbJF+Y5yuQJGmx+RtZSZJOvc8BDyfZBbwCnAfcDVwOXFBV5yTZB9wB3JHksjUf90SSjwLnVdUlM6xdkqSF5yArSdKpdyHwm+nxQcYwewNwP7AdeMMGH3cRcFVVHQDeCbzt9C5TkqSeHGQlSTr1fg+8d3q8AlwPPAh8CnhpzXUvA9sAqqqAZ4BvJNkJ3DJ9HkmS9BqVZO41SJJ0RqmqsxmvkS3gdcCPgauBVcbrZm9M8rOq2g58n/Eb2n3AL4HvAucCh4C9SQ5t/lcgSdJic5CVJEmSJLXi1mJJkiRJUisOspIkSZKkVhxkJUmSJEmtOMhKkiRJklpxkJUkSZIkteIgK0mSJElqxUFWkiRJktTKfwDoXG1+M6stAgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['ad']=ta.AD(df.high, df.low, df.close, df.volume)\n",
    "df['close'].plot(figsize=(16,6),label='收盘价',color='r')\n",
    "plt.legend(loc=2)\n",
    "df['ad'].plot(secondary_y=True,label='AD线',color='b')\n",
    "plt.legend(loc=1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-25T15:18:49.885942Z",
     "start_time": "2019-03-25T15:18:49.627031Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1e2f36a5978>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ta.AD(df.high, df.low, df.close, df.volume).plot(figsize=(16,6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-25T15:30:39.595651Z",
     "start_time": "2019-03-25T15:30:39.339221Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1e2f580e9b0>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ta.ADOSC(df.high, df.low, df.close, df.volume, fastperiod=3, slowperiod=10).plot(figsize=(16,6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-25T15:34:04.571853Z",
     "start_time": "2019-03-25T15:34:04.257859Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['obv']=ta.OBV(df.close, df.volume)\n",
    "df['close'].plot(figsize=(16,6),label='收盘价',color='r')\n",
    "plt.legend(loc=1)\n",
    "df['obv'].plot(secondary_y=True,label='OBV能量潮',color='b')\n",
    "plt.legend(loc=2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
